{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b34eab70",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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58PHxEXpcXV0dmpqaGD16NIYMGYKioiIUFxejqKgIv/zyC0pKSoRmjuXl5Xj8+DEeP36M9evXw8LCQuD3Hh4eKCsrw+3bt2W6k8HlckGn06Uu8ZbWhUpc5C4Qenp60NDQoJwvzufzUVRUhKKiIjLQSCwviJkGh8OBu7s72a5s+vTpAuIAACdOnEBMTAz5s66uLvlcDocDFxcX0j68pqZGSDSqqqooXb8C6TAzM4OtrS25fGhubkZ9fb1A3sLNmzcRGhoKXV1dGBsbw9jYGE5OTmSAnM/no6ysjBQN4r8lJSVgMoW/AomJiTh9+jRcXV0xevRoXL9+HQ8fPpSqtJuAy+WiqakJxcXFlMcgSrxlaW/fFXIXCHkUlLS1taGkpAQlJSVITk4mH9fX1weHw0FAQIDQc4KCgtDW1ob3798jKysLhYWFqKysFEiG0dbWBpfLJUXD2dmZrOKrra0VmqnIM3r8vwqNRoOZmRns7OxgY2MDXV1d1NTUIC0tDWlpaXj37h0uXryI7777DhYWFrhx4wY2bdok8m+hpqZGCoaJiQmMjY3h6OgIHR0dAO3CweVyhWYPhYWFiI2NRXx8PKZNm4aZM2fC3t4eZ8+epeQ72REul4u8vDypvtwcDkegP4Y86RWBqK6u7pW1fnl5OcrLyxEeHo6PP/6YfLy1tRWXL1+Gnp4ebGxswGQy0djYSFbcEdlq1dXVePHiBfnmjxw5EkFBQWhubkZSUhL09fXh6OhIBrTq6uoEAql5eXlyLZz5u0Kj0TBw4EDY2trCxsYGOjo6qK6uRlpaGlJTU8mYAsHjx48xffr0HsdtaGgg/74dUVVVJYVj1apVQs8bPXo0Vq1ahTdv3uDu3bt4+vQpZs2ahbVr1yI2Nhb37t2j/AU3MzOjVJhFoKamBgMDA7lWcHakVwSit14Mwffffw8WiwVPT0+8e/cOP/74Iy5fvgyg3fyDy+Vi4MCBGDRoENzc3EhnoPz8fPIDZWlpiT179oDBYAAAXr16BQ8PDzQ2NkJTU1NgeWJvb4+JEycCaP9Qdl6elJeX98p08K8EjUbDoEGDSFHQ1tZGVVUVKQpZWVlye8+Im0N2djb27t0LPz8/gSXpjRs3UFlZifHjx2Pq1KlIS0vDyZMn4ejoiOnTp5MpzpLGADQ1NaGnpycTD0p5msR0RO67GF9//TUePHgg18w0UcycORMjRozAzz//3O1xNBoNRkZGpGAMHDgQhoaGCAwMJNNcCVavXo3Tp0+LHEdDQ0NANDgcDvT09AC0fyA7i0ZZWRn5BWCz2di6dStcXFyQlpaGzZs3U9q66u/Q6XSYm5vDxsYGNjY20NLSQmVlJdLS0pCSkiKVu7M0zJs3Dz/++CPodDr++OMPfP3112hubgaDwYC9vT08PDygra2N2NhY5OTkIDg4GNra2oiJicH9+/fFvmZLS0ssWrQI//nPf3oM2HeFu7s7Jk2ahO+++06q96pf7GLo6upCQ0Oj19SuI2w2W6yZS1tbG4qLi1FcXEzunGhqamLmzJlCx3744YdgsVjIzc0ViEe0tLSgrq4Ob968QXZ2NkJCQjB+/Hikp6fjzJkzUFZWBpvNhrW1NSZMmAAAaGpqIpcn//jHP2BtbQ0AmDRpEs6cOQMHB4e/RdUrnU7H4MGDYWtrC2tra2hqaqKiogKJiYlITU1Fbm5un8+u7ty5g9OnT+PXX38V+MzweDw8ffoUKSkpmDZtGqZPn46cnBycPHkSTk5O8PHxgbW1Nc6dO9ft0lJLSwv//e9/4evri/r6ety8eVMgYC4JvRmgBOQsEETXoN5eYtBoNLDZbKH9cnGpra3FiRMn8I9//IN8jOiDqKamBg6Hg5EjRwokdRGCsXr1asyYMQMA4OLigjFjxsDV1ZWMgKupqQnsvjg6OpLiQGBmZoYPPvgA169fR0lJiUyi570JnU7HkCFDYGdnBysrK2hoaKC8vBxPnz4lRaE/YWZmhtbWVhQWFor8fUtLCy5duoS0tDQEBwdj9erViI2NxeHDhxEYGIj169fj8uXLePTokcgv7tatW/HBBx8AaN+SDQsLg5OTE6X3oTcDlIAcBcLU1BSzZs2CiopKrycjGRgYQFVVVSph2rZtG/T19eHn54dnz55h27ZtSExMJH/PYDAEakaIL3tnX4Fhw4bBz88Ply5dQnNzMxoaGpCZmYnMzEwA7YKxdOlSgQ7NfD4fLi4usLW1RXNzMwoKCgSCoUVFRf1ONBgMBiwsLGBrawsrKyuoq6ujtLQUjx8/RlpaWq/fJCSBy+WioKCgxxlbVlYWdu/eLTSbGD16NPz9/WFra4tz584J7ah4enoK/KysrIxly5bh0KFDKCwsFPtv2dsBSkBOAuHr64tDhw5BWVkZAFBfX4/NmzfL41QiIQI50tiB8/l8xMfHo6ioSCgrE2iffubn5yM/P59cmqipqWH+/PlC3gLe3t4YPXo0mQnacXlibm4OGk1wOXjkyBF88803AjONIUOGYMyYMaDT6WhpaSGL3DqKRm8vSRgMBoYOHUqKgpqaGkpKSvDw4UOkpqb+ZdzDuFwuKdg90Xk2sWrVKsTGxuK3335DUFAQ1q9fj0uXLgnUcmRnZ8PAwEBgHHNzc6xduxbNzc3Iy8tDTk4OcnJykJ2dLTLnhs1mY+nSpbC0tOzVnByZBylpNBpSU1PBZrMFHnd2dkZGRobkV0iB6dOnw87ODv/973+lGufjjz9GZWVll4FJUWzevBkbN24kf7516xbWrFkjMNMg0sf5fD4mTZqE4cOHC4yxfPlyhIeHC42trKwMFotF5mqw2WwYGxuTRW+dRaOwsFDmosFkMjFs2DDY2NjAysoKqqqqKC4uRmpqKlJTU7ucpvdXVFRUsGXLFkqpz0pKSpg2bRrc3NyQk5OD6OhoODs7Y8yYMXjz5g3Cw8NRVVWFCRMm4MyZM2T279WrV7Fw4UJwOByYmZlhwIABMDMzI4Pa1dXVpFjk5ORAV1cXkZGRZE5OdnY2Jk+eLFUmZZ8FKVVVVYXEAQA++eQTxMXFkUopzzRRWWyt0mg0sFgsidd7P/74I1RVVeHk5ITTp0/j9OnTaGpqEqpONTY2BofDEZk6vGDBAigrKwvMNBoaGtDc3Cy0r6+kpAQWi0WKz4ABA+Dk5EQa8RDuXURgtbCwUGTBmp6eHoKCgsBgMBAZGSmQ6cdkMjF8+HDY2tqSae6FhYW4e/cuUlNTpcoK7Gs4HA7l1OfOs4mPP/4YsbGxCA0NRWBgIEJCQhATEwMXFxfk5uZCWVkZ33//PSn+nf+WmpqapFiYmZlh0qRJUFVVhYeHh4Dt/oABA7BgwQK5VnESyFwgGhoacO/ePYwbN458rL6+HomJiRg2bBjc3NzIx3Jzc0nByMnJQV1dnUyugcPh4M6dO1KNYWBgABUVFUrLlOLiYvz2228iZwFA+/KlsLAQhYWFOH/+PNasWSPw+5s3b0JbWxsjRowQKmnv+K+hoQEtLS3knj4Bk8kUEA0OhwMHBwch9y7iH51Ox5UrV2BiYgIA+OKLL7BgwQIwmUxYWFjA3NwcSkpKKCgowO3bt5Gamip1RmF/QRapz6JiEydOnICLiwt++eUXjBgxgjx2y5YtuHDhgkgT3NraWoFEPRqNBmNjYzg7Owsda2RkRPl6JUEuMYhVq1bh999/h62tLV6/fo1Nmzbh7t27ANrX6Vwul1TJMWPGYPLkyQDajS86CkZeXp7EtnP6+vpQU1OTegbBYrEASB7HIIKXRFyiJ/79739j4MCB8PLyQllZGf7zn/8gLCwMgGBJO7Gs8PDwEFmoRvyrr69Ha2sr+R4SMJlMofJ6e3t7MJlMjB49mhQHoH02sW3bNsTFxeHt27eIiYnBq1evKFcO9me4XK5Mtg2J2URqaipmzZqFjz/+GHFxcaSFXcfzTZgwQay8oLa2NhQVFSEsLEzA34LP51MuFZcUuQhEXl4ejh8/Dj6fT37YCRoaGpCeni7QLl1PT09ANAjzTqJQq6NoFBcXdxv1dXFxgaqqqtT9CtlsNiorKyWu5CM8LcQVqIaGBoSGhuLt27f49ttvBX7XseYkKSkJQLtoGBgYCIjGxIkTSd+DiooKIdGoq6tDa2srcnNzBabSRHn9L7/8InRdqqqq5Otva2uDlpYWqqurJbZ/7+9wuVyZmtNmZ2dj165d8PT0hLe3t8hiMEnFKCwsDAMGDMCiRYuQk5ODHTt2iH0Dkha5bXNyOBw8fPhQrGMrKipQUVGB1NRUAP9vO9dRNJycnECn04Wivjk5OaisrASXy8WpU6dgY2MDHo+HyspKoS+cJLDZbEpReA6HQy4hJDmXuILW1taG0tJSlJaWkoVqhA8GMTsg7lJEdWtlZaWQaNTW1pLl9YcOHcK0adMEznPq1ClkZmaCw+GQln98Ph+lpaVC9Sd/VZ9QDQ0N6Ovryzwvo7W1FZcuXcKwYcOEqoqbmprg6uoq8PcThzt37oDBYEidQSkpchEIHR0daGpqSlXiXVBQgIKCAlIplZSUwOVySdGwtbUlsxJramowefJk2NjYAGi/M65duxbXrl1DfHw8pWtgs9mUbMc4HA6Ki4slWhqxWCypuo61tbWhrKwMZWVlAoVAHUWDw+Fg/PjxpGhUVVUJfMnXr1+PRYsWgclkIjQ0VGDm1zGoSixPrKysyG1swlqwc1C1vyPvugZRM93c3FxkZGTgww8/hLW1NaKiosSKvfV2BiWBXASCyKCU5Rvf0tKCd+/e4d27d+RjmpqaMDMzA5fLxZIlS4Ses3jxYrS1tSEnJ0ciD0AtLS1oaWlRWqaIm+JNoKysDAMDA7nkDBDVrcTMDPh/0SByLDqa58TFxZFfcktLS9I8p2NQldgKJGpYOgpQd0HV/Px8uVjISwOXy0V9fb3cdtSio6Pxj3/8g1z+Ae2uaGVlZfjjjz/g6+uLkJAQREZG9rjM6e0MSgK5CERvlXjX1taSjr+3b9+Gv7+/wO/Lysowffp0KCkpkS7CHZcmpaWlQoo8ZMgQrFq1CtbW1ggNDZXoeojuSZJMHU1NTUGn06WOmYiLKNHQ09MTSMoSxzynYw0LkWHa2SeUw+GQW3VA1/ERAi8vL2zatAlGRkY4f/48vvvuO7nGPKTtrt0T7969w4cffojdu3ejubkZJ0+eRFpaGiZOnIjy8nKcO3cOTk5OWLBgARITExEdHS1y5tUXGZQEchOI3n4xX3/9NaytrTF06FA0Nzdj3759+P7778lAHBHLGDx4MGkb3tjYKLDVamBggNOnT5PT8OjoaHh4eIj95TU2NoaSkpJEr53NZqO1tbVPcwmIGFDHu5iOjg64XC4pHF2Z5xD/Kisruwyqdl7qdI6PEFPnX375hQzqrVq1Ci0tLVLFkXqCy+WSuSny4v3797hy5Qp27dpFzhJTUlIQFBSERYsW4f79+zh37hy8vb0xZMgQhIeHCy03e6OLd1fITSDEDVDKiry8PPzzn/+Ep6cn/v3vf5PVdR19LolrUlFREQiAOjo6YtKkSZg8eTL5wQXav/ALFy7Ef/7zH7GugQhQSjIbYLPZKC4u7neVm1VVVaiqqhLpuEWIhpOTE2meU1tbKxS8rKioEIiPODg4YM6cOWhoaEBqaioaGxuho6MDXV1d2NnZCUX8Z8+ejTNnzsjFJ1RbWxva2tpy/9KZmZmhubkZRUVF5GPFxcU4cOAAxo4dCy8vL9TX1yM6Ohr29vZYvHgxEhIScOHCBTL4y+Fw0NTU1CfbzDIXCGkDlNLA4XCQlpbWo6tTU1OTQMEU0P6Bsbe3J/sNdHxcXNhsNkpLSyWaFrNYrF5bXkhLZ8ctoD1e0zH128HBAZMmTQLQXgFLiMWoUaPwxRdfkM9zdXXFV199haSkJPD5fJSXl8PFxUXgfC0tLVi0aBEA2fuEmpmZAUCPna2khciz6BywbGtrw/379/Hy5UsEBARgzpw5SExMxIULFzB16lRYWFggOjoaU6dORVBQEIqLi8mt5t5E5gLRVyXeQPsXlOqUsbq6GocPHxbIWmttbcWff/4p9hhEpFlciF6MxHT8r0hNTY1A5ycApOMWIRyjRo3C/PnzBZ5Hp9NhZ2eH8PBwcvdl8uTJGD16NID2TNuPP/4YfD4fo0ePRlFRETQ0NMRa6ogDl8tFdXW13L9wZmZmAu9NZyoqKhAaGgoHBwfMnDkTQ4cORUxMDKytrREWFiZwwzpz5oxYVnuyROYCweFwUFNT0+tKp6WlJfWUMTw8HGw2Gx9//DEyMzOxc+dOsb+8hAeFJEk3hoaGUFJS+svMIMSltrYWr1+/FlhLjxw5UqhGZ8iQIfj888/R0NCA/Px8/PrrrxgwYADodDoiIiLw6aefYuXKlQDaZ33Lli3DsWPHoK2tLRDT6LjU6ThrIZY8HWeUXC4XP/74I9zd3ZGdnY1Tp07h/fv3cnkf1NXVYWBgINYs5dmzZ3jz5g18fX3h5+eHrKwsDBo0SOCYMWPGwMrK6q/tB9EXAUrivIB0Jd5A+x8qIiICW7ZskchzwdDQkCywEhfiC/NXKYuWhh07dggEJ/Pz87Fy5UqoqKiQsw1ra2uyonHTpk0Csw4VFRX8+9//xqVLl8g7f8c7s5aWllDtCbHUqa+vJwXj22+/xdChQwEANjY2OH36tNDSRlYQs2lxlzG1tbU4deoUkpKSsHz5cqEkKwC9HquSmUCoqakhODgYs2bNQnR0tKyGFRsOh4O6ujqprejZbLZEJh4dzw9IJlAsFgtlZWVobGyU6Fx/RR4/fowJEybgiy++AJfLxeeff04WmHVMu1dXVweHw4Gfn5/QGGZmZli9ejWys7PJ6lRiq7qmpgavXr3Cq1evMH/+fFhaWiI/Px8XL16EsrIy2TuFEAcCwtAnPj5ewCdUFpiZmaGurk5ip/MXL14gNzdXyCeEmJn1JjIRCCaTiQsXLsDBwQFAu/dDWVkZzp49K4vhxUJWMxc2my1QGSnJ+SX9slNN5/6rkpmZiR9//BGrV68Gm80WOVWur68ne06uXbtWwGkrNTUVFRUVGDFiBFkt3NHbMy8vD4GBgQLVsV5eXhgzZgyampqgo6ODhQsXCiQu8Xg8eHh4YOzYsWhsbCRNgDoLEBWkybMQtWORlpZGaSxpkIlATJ06lRQHoD0A9fnnn/eqQLDZbKmDfQwGA8bGxpS2aKkIFJvNxv379yU+11+Z7OxstLW1Ca2vO1NVVUVuMQ8dOhTv3r3D3Llzyfe4s7fn8OHDMW7cOCxcuFBgnAEDBmDWrFk4deoUqqqqsGvXLgGv0T179mDbtm0CY1laWgoIUEFBgUAgVByfUKIB0KNHjyi8S0BERAQ++eQTgS7eopzN5I1MBIJYN3aEw+Fg06ZNZCISUUkoqrCHy+XC19cXVVVVOH/+vMS+EBoaGtDV1ZV6BmFiYgIGgyFxHIOKSa62tjY0NDT+dgHKnrCysoKXlxcMDQ0xZswYfPXVV116S9y6dQsuLi5Yt24djI2NBf6+nb09gfY4RVBQkMAMAWi3/Bs2bBgKCgrw8uVLrF27lvQMefDgAQAgIyNDwPGsswB19DIhfEI7ikbHKuPVq1dj48aNpFX+vXv3JK5Nqampgbe3N44cOYK3b9/i4MGDf91U66tXr6K6ulogZyA6OhpJSUkCzjhAe5IIIRY5OTngcrk4e/Ys6eO4du1aTJkyRaI0bVllmrHZbIkrMYH2+gZJS8yJAOX/kkAoKyvj7NmzpNdGUFAQDAwMEBgY2O3zMjIywGKxeqx6bWpqwr59+/D111+Tj2VmZmLLli1ksZmFhQUMDQ1Bp9MxY8YMjBo1SmDXg/D27EqAOtaxWFhYwMXFhfQJLSgogJaWlsAMZfr06fj888/x/fffS/x+aWlp4fnz52QD4r5AJgJRXl4OX19f/Pbbb2Aymfjzzz/xyy+/kBWNRI4+UVjF5XLJzDlPT08Bk9ehQ4figw8+wOHDh8U+P5vNRkNDg9Rt74hEJ0lNaqgIFJvNRl1d3f9EU2AmkwkTExNMnz6dFAeCiRMnQltbu9tt8YSEBIwfPx6Ojo49CuqOHTuQlZWF1atXo62tDfPmzUNxcTHevHlDHtPZ23Pw4MGkIXBrays5OyBiG4S3Z1NTE96+fYu3b98KjNVxpiEqTyEgIABXr16V2Ce0LzMoCWS2i/H+/XvcuHEDx48fF5oKdczRJzp0EzUSRMu6jgQFBYFOp5NLk5ycnC53J0aNGoUPP/xQJsE+SXwZOj+voqJComrFv1qAUklJCd7e3mCxWLhy5UqXuQNqamrk3Z74Z2RkBAaDIeCrSFBZWdnj9LuoqAitra1CWa5dERERgZKSEnh7e0NPT0+ozqU7b09CNAYNGgRnZ2chQ+COotHa2orm5ma8f/+efD8YDAa5FCGorq6Gn58fGAwGWltbSZ/QjubCHSuN1dXVsWHDBvj5+aGkpATGxsYCqdq9icwEQtISb6JG4vfffxeYfrW2tuLkyZPg8XgCng91dXVC8YxPP/0Un3/+Ofnc+vp6/PTTT5Sun6pJLSB5BiUAyufqC4hdKiLLdMuWLZg/fz6ePHkiIARsNpuMRzU3N6OwsBDv37/H/fv3yel7a2srFixYQI79448/ijVjKy8vF7KO747k5GR4e3vDyspKrK1BUd6eSkpKpE0fl8sVyxC4s1dkU1MTkpOToaysjKysLCQmJsLU1BRcLheOjo4CYxG7Jxs3biRtGIkCro4er72JzASCagbl3r17weFwMHv2bLx79w7btm0TaEumoaFBFlZxuVyyFFlFRUUofXf9+vU4dOgQpb6H0pjUcjgc3Lt3T+zjVVRUYGBg8JeJP0yfPl0gBV1ZWRm7d+8m812ILucpKSnIz89HQUEBSktLRUb6161bh3PnzmHdunXIz8/HkSNHxLqGzMxMjB07FgYGBmL5N1RXV6O1tRUDBgwQ81UK09LS0q23JzHbIAyBGQyG0C4Kk8kU+Jzeu3ePnD1fuHABhw8fFmjANGbMGDIrlMDKygoODg7k7Ls3kalAUAkStrW1IS4uDnV1dfjhhx+Efl9XVyeUtqunpwc3NzeykIdAVVUVn332GZKTk8mZhjgdkwDqQUM9PT2oq6tL9NqpGuL2BsRds+MyYerUqSKPCwsLQ35+vsRxlLt378LCwoK0ZBMnKe3Zs2cYO3YsnJycxO5rWVVVJdGsQxw6ensSW5hMJhNWVlbw9PSEkpKSwPFEd3iCjjOBtWvXgkajYcuWLeRj2tramD9/Pmm8Q9BXZjsyFQgqFm3EcyX5glVUVODixYt48+YNhg0bRj7+7t07PHnyBFwul+ydSQSdOi5PSkpKyOQXJpOJDRs24IMPPkBLSwtOnTolYNvWE4SwSBqgbGlp6XPreGIrr3O8gE6ng8fjoaSkBPn5+QgLC4OLi4vAh/bPP//stgipJ16/fo3hw4fD2tpawLymK3JycsDj8chiJnHIzc2FnZ0dVFVV5ZKtamBgADs7O4wcORKmpqZoaGhAQUGBUCC2O+bMmYMTJ06QbQyA9p0+otoUaN8l7Ktu7zIRCG1tbWhpaVHeZuRwOJSqMD/88EMcP34cgwYNQnx8PDZt2iQQLGKxWOTSpGPrusbGRtL41s/PD3PmzCHHjI6OhoODg9g7IoR7Vm1trdjXzWaze72/po6OTrfxgoKCArx9+xb37t0TiBcQlJeX48svv8SwYcOQnZ0t0glbEpKSkuDj4wMrKyuxBAJoD2gaGxuLfY5Xr15h5MiRsLGxkZkxjLa2NikKZmZmaGpqwosXLxATE4M3b97gjz/+wM8//wwnJyfSaYswKBJFW1sbli1bBqDdAc3Z2VlAHACQFvczZsxASEgItLS0cOrUKezevVsmr6k7ZCIQ0uQhEFWYVKbb7969w/nz5/H69WtcvHhR4Hc8Hk/I5p0wiiFiGvb29kKdrbS1tbFo0SIcPHhQrGkdlaWVPD0giC3lzmJA+E52jhfk5+eLlU58584d3Llzh6yH8PT0xB9//EH5Ouvr69HS0iJRjOD9+/dwcHDocVuU4Pnz52hra8Pw4cOlEggNDQ3Y2NjA3t4e5ubmaGlpwevXr3Hnzh28evVKIMhKVGQSaGlpYePGjXB2dkZqaipGjx5N9rhobm7G2rVrkZSURMYg5s6dK3T+Dz74AOrq6ti2bRu5ZPn222/R2NiIQ4cOUX5d4iATgeByuaitraW0p09lik6goqICIyMj3LhxQ6zjRRnFBAYGwsLCQuA4Z2dnmJiYoLy8XGDXJC8vjzSDcXNzw9atW2FpaYmUlBRcu3ZNrC+9pI11ehrL1NRUQAhYLBbpNl1RUYH8/HxyF4FKvKAzOTk5qKqqgrW1tdjxg64oLS0VaNjTE0lJSXB0dISTk5NYf/Pm5mY0NzeLbAXZFUQyVMd/RkZG4PF4yMjIwJ9//onnz5+LbfVfU1MjYJvHYrGwe/duPH/+HGFhYaQJM2HTN27cOLLEnaCkpATz5s0TimcsXLgQly9fFhlnCwgIwNSpU/H+/XscPnyYchGjzGYQ0iwv6uvrKb0AacSFYNu2bdi/fz9ZWpuYmIh169aRPpZcLlegkU9xcTHKysqwdetWMsFr1KhR2Ldvn5BpriiMjIzAZDIlzoFQUVERmhUYGxuDwWCAz+eT8YK0tDRyJ0Fega2bN28iICAAEydOFFucRfHu3Tsy7iFOPCY9PR18Ph/Dhw8X67yampoYM2YMhg4dCjs7O/zwww8CwW5VVVUhMTA0NATQLi75+flIT0/HzZs38erVK5m8nxwOB+np6di6datIkfnpp58watQoODs7g8/nIzo6Gg8fPiTTCDqiqqqKTz75hMzTIG5k3t7eWLduHXlcQEAAxo8fL7are0dkJhBU74jSiktzc7NUwb6zZ89CR0cHQUFB+OOPP3D27Fk0NDSguLiYDFbS6XQYGRmRguHh4SGQ/QkAEyZMgIuLC96+fSsQBO2Ivr4+Fi1aBDMzs24TXzQ1NYXEgPjgtrS0oLCwENnZ2Xj48CHy8/NRWFgocfanNDx69Aje3t5wc3OTSiCSkpLg5uYGBwcHsQOP1dXVYs86du/eTW7Pent7w9nZGatXrybTrjuLwevXr3Hjxg2hQLYsMTc3R35+fpczkIqKCnh5eeEf//gHWlpaUFtbCxaLhW3btuGXX36Bubk5gPbS71WrVqGwsJBcNpubm8PZ2RkfffSRwJjDhw/HpEmTcO3aNYmvVyqB0NXVxbx58+Dq6ipVgxpJbOI7wuFwUFBQIPUfsqGhARERETh+/LjI3xMtAIuKipCQkIAXL14I5WBUV1eTM4impiZSzYndk8GDBwu0cA8PD4e/vz+0tLSExICoaSHKj1+9ekVm8IlTSdgbPH36FGPHjsXw4cMpexTk5OSAz+eLnSEJtE/ZJ06ciJCQEPz+++8ibw5qamoYNGiQUHzJyMgICxYswIMHD/Dq1SuB6szeakhjbm4uVoJcamoqNm7cCC0tLfz++++4desW3N3dyc9MdHQ0eWPtmKehoqKCefPmCRWsiWoBKA6UBcLY2BhxcXFkgDIsLAzTp0+XKDtQXV0denp6lAN2HA5HoAKPKmw2W6Ituzdv3uDQoUNYsWIFgPa7+vr163HlyhVSzYmtVnd3dwDtvgQdU43Hjh2LsLAwMnOvuroa+fn5SEhIIOMF0taWyJMrV65gzJgxmDFjhlQmJtXV1WLvTNja2uLLL7+Euro6nJ2dsXLlSnh7e4NGowksEwwMDECj0dDc3CzgUg4Au3btIncXehsdHR3o6+sLNH8ShaamJn766SdyCf3tt9+iqakJBw8exO+//97tc5uamvDbb78hJCSEfCwrKwtxcXGUrpmyQHz00UekOADt0dq1a9fi448/FnsMaXY/lJWVYWhoiNu3b0v83I5QzWrctGkTNDQ0UFZWhoMHD5Ixhc5BUKL7V+cMO6B9Wys0NBT5+fkSbZP2B5qbm/Hu3TsMHjwYenp6lINgeXl5cHR0BIvF6jEus27dOoGlnbGxMQ4ePIiEhARytvXixQtyZpCZmSnQsuDKlSt9Jg4AyOVBTx6Y3t7eQoHV5cuX4+DBg2Kd54cffkBOTg4ZpNyzZw/lBkSUBUJUhhqxphMXNpuNxsZGSndKFoslk45UVAOdenp6qKurwx9//NHtB7u2tha1tbVCUz6gvaioY5XhX43z58+TRUXHjh2T+PlqamqYPXs2XF1dMW/ePJw5cwbr1q0Dj8eDhoaGUADRyclJaIycnBz8/PPPIu3iDh06hMTERHz++efg8/kiRbo3MTc3R1FRUY9+J52t5gCI9Kfsira2Nhw7dozS36QzlAUiMjISS5cuFbjw8PBwicaQpiEph8NBS0uL1FVuVLMaJSlO6+r19ba/oKwh+kwOGzaMzFqVhDVr1pCVjwwGA3PnzgWdTkd2djZ0dXUBgHS8TklJQVNTE7755hvy+Xw+HwcOHOi2HPrJkycIDQ3FxIkTYWJi0qfp7ebm5gKl4l1x6dIl5OfnC8wiTpw4Ic9L6xLKAvHw4UMsXboUa9asgYqKCk6cOCFx4ow0DUk5HA4lc9nOUDWp5XK5qKioEMv9Kjc3F1euXBHwCoiLi+uXtRiSEhMTg3nz5iE4OBiXL1/uMYGJmBlwuVyR28IWFha4cOECuUwoLy8nBfbKlSsoLi7G6tWroauriwMHDohl6ZaamoqJEyfC1ta2z95zDQ0NMm7XEzU1NfD09MTq1athZmYGOp3+1yz3joqKQlRUFKXnStuQlMPhyKSfAZvNptRdyczMTCJD0qVLl2Lfvn0YNGgQCgsL8fjxY9BotF5v5y5r3r9/j2nTpmHFihVobm7G0aNH8eWXXwIQFANimdBxZlBQUAArKyuB8c6dO4crV650eb5Tp07h3Llz+O6778RO+srLywOfz8fgwYOpvUgZQMQfegpQEuTl5WHz5s0AADs7O8ydOxdJSUm9bhEgl96c4iBNkpOSkhKMjY0pb60SECa1khqLElFzSXIAGhsb8fr1a5w9exZpaWlYs2YNnJ2dKZua9hc+++wz0oBWWVkZK1euhLKyMkpKSgTEIC8vD0lJSQIzAy0tLfzxxx9wdXUF0F7lGRYW1uM5m5ub0djYKDJ5qCvq6uqEvBp6E3Nzc5SVlVFqKJWSkoJRo0bBz88PmZmZYmdxyoI+FQiqdlqmpqYyCVBSNak1MjKCioqKRDMINTU1cks3JycHT548gaenJ9LS0iQ26e1riNwNLpeLmTNnCv1+6NChuHbtmoAYiKKmpgYzZ86Eo6MjlixZghs3boj94S8qKpKojqOoqEiifAtZY25uLvbsQRREQNjLy4vyrJ0KfSYQ0iQ5cTgcMr1UGgiTWknTniV1zwKEPSCuXr0KGxsbeHl5SRzc7U06t7njcDhkIld9fT0KCgrI6TPBqVOncPXqVbHP8fTpU/j7+wuN0x2vX7/GoEGDMGTIEIFt5a7IzMyEhYWF2MfLElVVVZiamko1462qqsLVq1fh5+eHpKQkAbs8edKnAkF1i4/D4ZDuw9JA1aSWy+WiuLhYoqkem81Gc3MzOWOqq6tDTEwM/P398fjxY7l3mRYHHR0dITHo3CiXSOTKy8tDRUUFjIyMcObMGbJCMSUlBefOnZP43KWlpRKVcj99+hTTpk3DqFGjxPrCp6SkwNPTE9bW1r0qEJ9++ikWLlwIDQ0NPHnyBE+fPqU81sOHD2Fvb4+goCDs3r2bUm2FpPSJQBBVmJL0keiILLtoUVmmUOmYROyWdJwxPXr0CKNHj4afnx/27t0rs4DluHHj4ObmhufPn+Py5csid2h0dXWFxIDoYlVTU4O8vDw8fvyYXCZ0FRAsKSmBh4cHbGxsMHv2bDCZTIn27AkIa3sTExOxIvaEpVxPDXgIysrKwOPxMHDgQImvjSqrVq3Cd999R/588OBBvH79mnKgsa2tDeHh4Vi7di3l2gpJ6ROBkCZASZRLSxvco2pSy2AwKHXxYrFYQi392tracP78eZkGLDdu3EhGv4H2XYF//OMfAkLAZrNJMaiurkZeXh4ePnxIigGVQFpaWhpaW1vx0UcfYfr06RKvk589e4bx48fDyckJly5dEus5paWlEgUeq6urZW5BJwrCt1KUP6W/v79UOxHFxcW4desWJk2ahJSUFLlvf/aZQFC1XDM1NaUUWOwMVZNaU1NTMJlMiWYQTCazy5Z+RMDSy8tL6oClmpoa1q9fL/BYcHAweDweqqqqhMQgNzdXogZFPUGURDs4OEgsEISngSSBxMzMTIlmHQUFBbC0tKSU1NUVxA2L2MrlcrnkZ1RU9qwselzcvHkTtra2CAoKwv79++W6Vd4nAkEEKKkkOXE4HPB4PKl7ShCzGCoBSh6PJ5GwEL4NXT2nY8AyNjYWdXV1Pb43dDodJiYmAlWggwYNIp2jOhIXF4eYmBiZikFX3L9/H1OmTIGTk5PELk5ETENcEhMTMW7cOIwaNUqsoGhGRgasrKwwYsQISo1wife8Y24Hi8UCk8kEj8cju8YRS7Po6GicPXuWLBgrLS3FmTNnJD5vZ3g8HsLDw/Hxxx9j7Nixcu3v2mcCIU7KqSjYbDaKi4ulvgOw2WxUVVVJfMfmcrlCfo3inKu7ln51dXVITEzEf//7Xxw+fBgFBQXYvHkz6UVINHXpKAbETAYAaRZz9epV2NnZCXggvnv3DhEREb1WIn7jxg1MmjQJkydPllgg3r9/D0dHR+jq6orVuiAvL480shVHIFJSUuDr64tRo0b1KBCEB0jHmQGLxYKSkhJpHJSXl4dnz54hNzdXpCdHbm4uxo4dCz8/PzCZTLDZbNjY2EidvwOA9APx9PTEixcvKLV6EIdeFwglJSUYGRnh7t27lJ5PpUmNKKQJUHaOJYhzrp52S5YuXUoaobBYLBw8eBDGxsbQ1NQke0l2bLDy7Nkz5OXloaCgQKBSLykpCV9//TW8vLzQ0NCADRs29Kp/BJ/Px8uXL2FtbS3xe5yYmAgnJyc4OjqKXZ5cWVkp9qzD09MT8+fPh7q6OubNm4fly5cjJyeH9PHsKAZsNpt0ESstLUVeXh6Sk5PJ7lriVkdmZ2fj119/BQD4+vqSX2iq1a8diYmJgZWVFfz9/WVSmCWKXhcIogqTSoCSTqeDxWLJpGSXzWZLHBQkMjglndL1VMpMo9Ewfvx4oXNNnz4dR48exZ07dwQay3ZHVVUVPvvsM3zzzTf4+uuvMXToUMpiTJXo6GhYW1vDx8dH7BJloD2mwOfzMWzYMLEFIisrC6NGjYKmpma3JfMcDgf79u0j+1Y4Ozvj5MmT+P3338HhcEhL/9LSUuTm5uL58+fIzc3t1v1JUq5evQpLS0sEBgaK3TCoO5qamhAVFYVFixZh5MiRlI2XuqNXBWLu3LlYvHgxNDU18fvvv0u8/jcxMQGTyZR6i1NLSwuampoSzyDYbDYYDIZEAUpit6S7vgZtbW1kn4iOuLu748CBA5Qcmevr61FZWSlR8pGsqK6uRmFhIQYOHChxTwpJLOWAdiGdMWMGxo8fjwMHDggZqujr64PD4WDWrFlCTW2srKxQW1tL2szl5+f32CdUGpqbmxEREYGlS5dSitGI4uXLl0hOToaPjw/S09Nl7kMq+YY1RVasWIE9e/bA0dERw4cPx8WLF2FqairRGBwOh1LmY2eodtHicrkSl5jr6elBVVW1x3N9/vnnIu9UnbuHScKzZ8+gpKQkVBDVG1y+fBl0Oh0zZsyQ6Hk5OTlQUVERuQPQGSsrK2zfvh1mZmawsrLC7t278fnnn8PT0xNLlizBN998gy+++ALz5s0TGbx98eIFTp06hdu3byMzM1Ou4kCQnp6Op0+fwtvbW2QzYypcuHABdDod3t7eMhmvI70mEJ33hLW1tbF06VKhFmPdwWazUVJSQtkdh4DD4aChoUHidSCXy0V+fr5Ea3pxd0vu3bsnctopjRnt7du30dbWRjZA7k3S09NRW1tLZliKS2pqKszMzLBx40aysY8otLS0sHLlSqFZwaJFi+Dg4IDW1lbcu3cPR48exQ8//ICNGzfi119/Jf92lZWV+OKLLyR+XbLg4sWLaG1tFcsFXRxqa2tx6dIlODo6YujQoTIZk6DXlhiippnOzs747rvvUFpaSqbvEkEgUVOl/hCglDQ9nM1mi91568iRI5g/fz5Z68Dj8RAaGirxdRIQjt+dOzX1Fvfu3YOXlxfGjBkjVrxHSUkJP/74I9zc3DBjxgysWLECgYGBeP36NRk8JAKJ2traQksyoL1ZztatW0WOv2XLFoSGhsLc3ByPHz/us36XDQ0NiIqKwvz582Frayt2Z7HuePr0KUaNGoWAgADExcWhoaFBJqXhvSYQe/fuxeHDh8k03Ly8PNK1l8jumzRpEjm1rKioIMWCx+NhxYoVcHJyQlxcHCIiIqS6s1LJoFRVVZWoSU/Hc4m7JHr37h0CAgKwfft2vH//Hk1NTdDR0ZHofJ158uQJvL29ZbbmlYQ7d+5gypQpmDRpklgC4ePjQzpMAe2zhEOHDpEpxXV1dcjNzUVCQgJyc3Nx6NAhXLhwgSyEa2pqwo4dO7o9R1ZWVq8VOnVHWloaUlNTyRJuWYhVXFwcLl++jE2bNgFon0HOnTtXqqVTrwlEZGQkCgsLERAQgNLSUhw7dgzFxcUAQO5K0Gg0GBgYgM1mk6IxdepUfPTRR+RS5IMPPkBlZSW++uorStehqqpKyaSWSgUn0D6DkKRte3NzMx49eoQff/wRtra28PX1RWpqKuVS4fj4eEyfPh1jx47tdYEgpvPLly/H2rVrcfXqVWzYsIHcs1dTUxNIOgoKChIaQ1VVFb///jtyc3NF7vW7u7vjww8/hJaWFs6dO/eX8viMiorChg0bMHPmTPz5559Sjzd//nyBAK+7uzsWL16Mffv2UR6zV3cxHjx4gAcPHnT5+7a2NpSWlqK0tJRsWjN37lyhOMWHH36IAwcOoKCgQOKZROeya3HhcrlobGyUKFVWQ0MDOjo6Ep2LzWajpqYGNTU1ePDgAezs7BAUFIRdu3ZRmjURQV1ie7k3cyJYLJZAnMnf3x8GBgY4ffo0uFwuWRdBNFO+evUqxo8fL9BiLiIiotukptLSUjLP4K9GbW0tLl68iNmzZ5PerImJiZRnE3Z2dkKPWVtbS3WNfVbuLS5lZWVCj7W1tWH16tUCLec6xi+62rcmCmhMTEwomdTm5eVJlPdOiJEkuy4d4yNtbW04d+4c1q1bh2nTpoldxNSZBw8eIDg4GG5ubr2SE6GsrAwOh4MFCxYIifuYMWNw6dIlvHjxgux32tGRurS0FJs2bYKRkREiIiLw448/yv16+5Jnz57hs88+w/nz50Gn01FZWYmFCxfi3r17Eo0zadIkkTs10qZh93uBuH79Op4+fQpHR0cA7XfEr776Crdv3xaoTrS2tiab1hKZb4Rw5Ofnk4kxRF68pqYmZs+eLfYXnsvlSlzBSbhmiRK57p7TcUlSWlqKa9euwcvLCykpKZR8IxISEhAQEIDRo0fLXCCUlJRId6mOzW7pdLrINgjp6enddqSOiIhARESETK+xPzN48GBMmzaNjM3p6uri559/houLi1jPJ4RYV1cXCQkJqKqqwpQpU8Dj8fD7779L1YEd+AsIBI/Hg5+fH8LCwsgmNUTMoqCggFxXEx/IjmXNI0aMIO9gPj4+Al2WJk+ejMmTJ+P69es9XoOmpiZ0dXUljj+wWCwhD4ju6GpJcu/ePdja2iI4OBi//vorpTqUnJwcDBw4EMrKytSbqDCZYLFYAjsKxsbGoNPpaGlpQUFBATIzM3Hnzh2yvyWdTie38xoaGrBlyxZK5/47YmlpiWXLlgn5ZwwbNgxKSkrdLimZTCY+/PBDWFlZoa2tDffv30d0dDSA9hQCPp8vk2ZM/V4ggPYWfZmZmTh8+HCXbkBEAU1xcbHIoOecOXOEnrN8+XLSfCY/Px+5ublCXgjz5s3DihUroK+vj0ePHklUBchmsyUqSusqgYvP5+Ps2bNYu3YtPDw8EBsbK/aYBLdv38aiRYvg7u4ultEIg8GAqampwNYi4eHZ2tqKgoICvH//HvHx8cjNzUVRUZHI+MaSJUtw8OBBDBw4EDdv3pSq0fJfHVVVVbi4uGDkyJFkhS/xfnbsnZmQkCAgDiYmJvjhhx/g4uKC1NRUnDt3DqNGjQKTyURhYSHCwsIEArhU/Dy64i8hEESLPkkDix2DntHR0ViwYAH5u5aWFkRFRUFFRQUuLi6kgQphrZafnw8rKyt8/fXX5HMOHTqEnJwcsXYDiKI0SdaS3XUaKy4uxo0bNzB58mQ8f/5c4nTzvLw8uLu7Y+HChXj58iW+/fZbcrlBo9FgbGws0Fe0YxlzUVERcnNzSR+JwsJCiez+Hj169Jd376YKi8XCuHHjMHToUGhpaYFGo5Gl4SkpKXjw4AFu376NrVu3wtjYGCUlJTh9+rTAGEePHiWXHBwOB66urjh+/DjOnDkj8bJXUv4yAlFeXi7Vfu7mzZthbGyMiRMnIjMzE99//73AnbijOSubzYaDgwM++OADgTEYDAY+/vhjbNq0SWSrt45MnToVxsbGlAKUXY1769Yt2NjYIDg4GHv27JHoS7p9+3YysWjUqFE4ffo0Nm7cSPpQEpWLJSUlyM3NRWJiInJyclBQUNAr3od/RZydnbFlyxaYm5vj+vXr2Lx5M+rq6jBy5EiMHj0aXC4XysrKaGtrQ1NTE968eYNHjx4J5eBERkYiOjoaurq6sLGxgaenJzmzNTExEYpHaGtrIyoqSu7iAPyFBELaAq3a2lqcPn0aT548wfbt24V+X11djerqaoEu38OGDRPKQhw4cCA+++wzNDU1CQRBiTbyenp6CA8PJ7ecTExMMGfOHLG2rjgcTrdFXXw+H+fOncOaNWswceJEsSsetbW1hezp1dTU4OnpidjYWHJHQZaVi38n1NXVYWtrCwsLC5iYmEBVVRU0Gg2rV68m41rz58+Hvb097t27Bzqdjra2NlRWVuLp06e4d+9ej4FqHo+HsrIy3L17F+7u7jh79iz09PTw9OlTNDQ0CMTP+Hx+r3Xa+ksIBJvNlrqLNzGOJMuUXbt2YerUqWRH6aKiIqxcuRJ0Op1M5ho+fDjGjRsHoH3ZYmdnJ7Af7ebmho8++qjHZBUVFRUYGhr2eH35+fm4ffs2Jk2ahLS0NBQXFwvNOJhMJgYPHoyhQ4di2LBhMDExQX19PbnLQyBu67r/JVRVVWFjY4OhQ4eCw+FAR0cHTCaT7ILW0tKC5uZmWFlZCXxpgfag45kzZ5CYmIjHjx9Tmnnx+Xz4+PiQ1nszZsxAYWGhwLlCQ0MlDphTpd8LhL6+PtTU1KSuwSDKrp8/fy72c5KSkjBv3jx89dVXiIuLw9GjR8kgW0ZGBnmciooKKRgTJ04UGicwMBCFhYXkbKPztH3hwoX49NNPYWBggPLy8h4zL+Pi4jB9+nTcvn0bxsbGuHfvHr744gsYGhpi2LBhMDc3h5KSEqqqqvDmzRtcv34dDx8+xMGDB8nipgsXLvzPi4OysjIsLS0xfPhwcLlc6OrqQklJSUAMysvLkZOTg9evX+Ply5fk323MmDHw8vISGC83Nxd79+6V6posLS2FfDlNTU2xaNEiDBw4ECkpKbhz545U55CEfi8QRIBS2iWGoaEhlJWVJRYaPp+PR48eYdu2bV3GBpqamvDu3Tu8e/cOZ8+eFcpeS0pKApfLhaOjIxgMBng8HkpKSpCXlwcWi4Vvv/2WPHbTpk14//59t6m3qqqqCAgIIIu6xo0bh4iICISHh+Pt27eIiYnBmzdvyFR2oL1KMiEhAR4eHnj//n2vfsj6A0wmE8OGDYOlpSXMzMygp6cHZWVlUgxaW1tRWVmJ3NxcvHnzBs+fP+92O/jRo0e4fPkyWc7O5/Nx/Phxqa+TxWKBx+MJZJM2NTXhzp07YvcilSV/CYGorKyUuj0dVQ8ISXMZDhw4ADs7O/j7+6OlpQXHjh3DV199hba2NnLrkAiEcjgckduvixcvJhvUdKyCHTFiBLZs2YKRI0eS4kBgamqKffv2dRsUzc3NlcmHuL9Dp9MxdOhQWFpaYsCAAdDX14eKigopBoTLd35+PtLT05GWlkYpvXnBggWYPHkyhgwZAmtra+jp6VFOZ9fW1sbixYthamqK5ORkODg4kL+LjIzsE3EA/gICQbU0W9Q4lZWVEn8QRPWz6I7m5mbs3LkTVVVV2Lp1q0DtBo/HI1PCCfT09GBpaSkwhoaGBlasWAGgPdWcCIDu2bOnS//FwsLCPmsR39cMGTIEVlZWGDBgAAwNDckgIgC0traipqYGmZmZpBjIIoEIaN9Gv379Oq5fvw5nZ2cEBgZi9uzZQtuUPeHt7Q03NzfQaDS8ePECX3/9NRwdHeHg4AAVFRXo6+tDX1+/yx6n8qTfCwSHw5GJrTeLxZJYaBgMBoyMjCReq7NYLJSXl4tV2PXbb79hzpw55FKqpKQEH330EWpqagSyQqdMmdKlOPD5fISGhvZqIVZfMXDgQFhbW2PQoEEwNDSEmpoaKQY8Hg81NTXIzs5GRkYGUlNT5eb23JnHjx9j/PjxGDlyJG7evCmWWJubm2PevHnQ1NREdXU1jh8/TgYfidwRZWVlhISEIDAwEL/99pu8X4YQ/VogdHV1oaGhIbM2e6Ia13SHkZERmEymxBZ3knhAFBYWwtXVFb6+vmAymYiOjiadrkpKSsi97vv37ws5EFVWVuKzzz6Dvr4+2Gw2NDQ0/nKdwruDzWbD1tYW5ubmMDIygrq6OikGRCpxRkYGMjMzkZqaKlHNizw4duwYPvvsMyxcuBDbtm3r8jhlZWXMnz8fQ4cOBZ/Px40bN7rMju3oYzl69Gg8efJEXpcvkn4tELIKUGpra1MyqSWqMSXtIs5ischydXGoqanByZMnuz0mLS0NUVFR8PPzIx/bunUrIiIioK6ujo0bN2LmzJkyaczSFxgZGcHOzg6DBw+GsbExNDQ0yBoFPp+Puro6vH37Fm/fvkVaWlq/XE6VlZXh2bNncHR0hKurq8iZr6urK2bMmEGaH4eFhfW45ElPT0dCQgK8vb3x+vVrmaZS90S/F4jq6mqpO0JRFRoWi4WysjKJkofU1NSgp6cntbGuKJYsWYJ9+/aBwWBg//79ZM1JfX09Ll68iDlz5iAxMbHfm6bo6enBzs4OQ4YMgYmJCbS0tEgxaGtrQ319PbKzs/Hu3TukpqbKJAbVW4SHh8Pa2hozZsxAbW0tGUMyMDDA4sWLYWhoiKamJpw+fVqiup5Lly5h2LBh8Pf379VAc78WCFkGKOvr6yWOBBM7GJJAOHXLQyAYDAYqKioQGRkp1BskMTERDg4O8Pf3x44dO6Sy5JMl2traZBYii8WClpYWuYXX1taGhoYG5Obm4v3793j+/Hm/sIOTBj6fj9u3b+PQoUOkZ8n9+/fJ/JvExEScPXtW4ngR4WO5YMEC2NnZSTRDlYZ+LRAcDgePHz+WehyqQsNisSSOW7BYLMqNiXvC1NQUdDq9S/GJjIxESEgIpkyZgitXrsj8/D1BpCQPHToUbDYb2traZJUiUY9QUFCA7OxsPH/+HO/evftbBlaDgoJItyw6nY5x48ahuLgYmzdvlmpp9Pz5c7J9YEZGRq+Y7vZbgdDW1oaWlpbMApSSOgdrampCU1OTUoCyq9JnaWGxWN32+CwvL8f169fh6emJ5ORkuU7NiZTkYcOGgc1mC6UkNzU1obi4GDk5OXj58iXevHnztxQDUYiy+n/79q1M4ibR0dHYsGEDfHx8eiXe1C8FQk1NDXPmzIGpqanUAkHEBKgGKKkIhKTLEnEh+oJ0l+N/9+5d2NvbIzAwEPv27ZPJl1JZWRlWVlYYPnw4OBwO9PT0hOoTukpJ/l/k8ePHQs2KZLX70NHHMikpCa9fv5bJuF3R7wRi2LBhOH/+PLmW19HRwezZsymvqaXJoGxqapKouQ7RHl4WvUO7uqaeBIvP5yM8PByrV6+Gq6urxN6GHRk8eDAWLlwokIXY2tpKtiR4/fo1Xrx4IXUjo78bP/74I4YOHQo3NzfweDykpaVJ5GzeE8+ePcPIkSMRGBiI7du3y7UCt98JxJdffinQks/d3R0BAQGUbcHZbDbZQEYSiC+jJCa1hoaGUFJSkkuAkig2E6efR25uLh48eIBp06bh+fPnlDpJq6urY/HixaDT6UhNTcWbN2+QlpYmUZ/N/1XKysrg4+MDDocDdXV1LFmyBEuWLOk2N0JSIiIisGHDBkyfPh3nz5+X2bid6bXWe+LSuZINaLe59/Pzg4ODAwwNDclkGXFgs9kS1VIQSJLs1PE5gHx2MIh6AnHHjomJQX19vUDehCQQiVsnT57EqVOnkJCQoBAHCcnLy0N6ejqePHkCAwMDTJo0SWZjV1VV4cqVK3BxccHgwYNlNm5n+p1AiOpc9ejRIwwePBizZ88mW9svWbIEU6dOxfDhw0m/ho4Q2WqLFi0iI8riQqRYUxGIyspKuTSBlVR8mpubERUVhREjRojsl9ATTU1NoNFoEnlqKhBNREQE6urqMGXKFNLaUBY8evQI7969Q2BgoFCPUlnR75YY//3vfzFkyBB4eXmhsrISP/30Ew4fPgyg3XfBzMwMAwYMgJmZGcaMGYPJkycDaJ/W5eTkICcnB9nZ2di5cyep2C4uLmhsbBR7ikeYs1LJoJTH7AGQrMcnwcuXL5GSkkK2hpdEuIqKikCn0zF58mTExcUpZg9ScuLECaxcuRJLlizB7t27ZTJmW1sbwsPDsW7dOrltbfc7gWhoaEBoaCgyMjLw3XffCfyuqakJGRkZAmYtenp6AqJhbW1N9vnsyKeffopff/1VrA+6hYUFAGop1vJqb0dVfC5cuECuVSXpN6Grq4t58+Zh2bJlqKiowLp163Dx4kWJz6+gHSIRzNraWqY1FaWlpeTWdmpqqsydpvqdQACSeVBWVFSgoqKCzCxjMBjw9fVFQECAwHHq6ur49ttvUVRURLo6Ef+Iu7KRkREOHToEd3d3NDQ0kFb74qChoQFtbW255R6wWCxKuyM1NTW4cuUKAgMDkZiYKFaPTyUlJWzfvp20OdPT08Ovv/6KGzdu9FlH7L8Dp06dwpYtW+Dn54fk5GSZ7f7cvXsXtra2+PDDD/HmzRuUl5fLrEFSvxUIqqmkPB4PFy5cwPv37zFo0CDy8atXryIiIgIsFgssFgtWVlZkU52amhoUFBQgMDAQrq6uANrzJ/773//iwYMHYuXMyzNAqa6uDl1dXcpjP3nyBA4ODggICMDu3bt7zFEYMGAAjI2NBR7T0dGBu7t7n2Ro/l3g8/k4c+YMFixYgI8++qjbDmOSjpuUlIQzZ86Qon7//n0EBgZKLUL9TiDU1dWhp6cnVYJUa2srfH19cfToUejr6yMiIgLbt28XWIPTaDTo6+uTgsFisUQG81avXo0TJ06Qsw1Re85eXl5YsWIFtLW1hYxMZQHVhsMEbW1tiIiIwNq1azFx4sQeu4llZ2ejqKhIoFN0U1MTJk+eDGdnZ6SlpSEmJkZmxiv/S7x48QLv3r2Dubk5rKysxNq2Fofly5cLfPZcXV0RFBT092u9RzWxqTP5+fl4+PAhYmJiRCYLtbW1oaysDGVlZeQMwc/PTyh20dTUBG9vb7KmoKysTGB5MmHCBPz73/8mj4+NjYWrq6tMjUqIXA5p/A6Ki4tx69YtTJw4ESkpKQJ+lZ1paWnBJ598gv3798PQ0BCNjY3YvXs3Xr58iZEjR8LJyQlOTk4oLy/Hw4cPER8f/z+TRi0Ljh07hm+++QZz5szBd999J5P3ztzcXKzHJKXfCQSHw0FjY6PU5h9E0pIkQvPPf/4T58+fJ52bTpw4gZCQEHLbk8Vigc1mw9TUFK6urtDQ0EBwcLDAGKamppg7d26PNveSIKkvZlfcunULdnZ2CAwMxMGDB7sdLy4uDjY2NhgyZAjmz58PZWVlREVFISoqClwuF9OmTcPgwYPh7e0NLy8vZGdn4/r16122RlTw/xBb0IGBgZg3bx5OnDgh9ZjXrl2DjY2NwGPi9J3tiX4pEN11lxIXKjORly9f4tNPP0VQUBC2bdtG7pbweDwUFhaisLBQIFCora2NyZMnQ19fX2AcT09PGBgYIC8vDzk5OcjNzUVubi5lXwsWiyWTMujW1lZERkZi5cqVcHZ27tFKr7m5GS9fvsS9e/fg7u5ORt9zc3MRGhoKoL271Lhx4zBo0CAsX74cjY2NSEtLQ2xsbK8am/zVePLkCVxcXGBlZQVzc3OxgsfdsW3bNkycOBHW1tYoKyvDtm3bZFIJ3e8SpWTlAcHhcFBWVibx/r2RkRGePHkisJXaFdXV1UIzhdLSUvzrX//C/fv3wePx4OzsjEWLFmHz5s348ssvMX/+fEycOBEWFhZQVVXt8RxKSkowMTGRWfDz3bt3ePToEaZPny7kjN0VMTExaG1txbRp04R+9/jxY2zfvh3fffcd+ZodHR2xadOmLj00FbRz9OhR8Pl8gZ6xVBkwYACePHmCMWPGwNraGseOHZP+AtHPZhCqqqowNDSUWYk3lS8Vi8USaL/XE0ePHoWOjg7mzZuHW7duYc+ePUJ3ex0dHZiZmZGNcSdOnEiKA9ELMzc3l+yFSRSmrV27FiEhIdDU1ISpqSmSkpJkUphz5coVWFpawtfXF7///nuPx/P5fDx58gRjx46Fra2tyNL5xsZGREdHIzo6Gubm5lixYgXmzZuHnTt3Sn29f1dqa2tx7do1eHl5ITg4GOfOnaM8lpubG3Jzc2VuuNOvBIJYFshKICTdCxa3/V1nMjIycObMGfz8888if19VVYWqqioyGEqj0WBoaCjQTdvGxgZKSkpkN20dHR2EhISQY/j7++PNmzf4z3/+I9G1iaKxsREXLlzAvHnzYG1tLVa3sUuXLsHZ2Rne3t49emvk5OQAQL9xterP3Lp1C6NHj4ajoyPi4+Mp3dQMDQ0xfPhwygWN3dGvlhgcDodS5WVn9PT0oKamRsmDEqBWGi7JH7atrQ0lJSVITEzEhQsXsH//fmzZsgW7d+9GVFQU8vLyhDo6A4CHh4dE19UdqampePHiBXx9fcl8kO5obW1FcnIydHR0yC7hXTFq1CjQaDQ8ePBAVpf7tyY0NBRtbW346KOPKD3f1dUVNTU1SE5Olu2FoZ8JBLEs6IsAJfG81tZWyqXh0sDn85Gfn4/Hjx8jPDxc5N0gPT1dqnN0JioqCqqqqkI9Jrvi/PnzaGtrg4+PT7fHjRgxAm1tbb3mm/hXp6ysDPHx8dDR0RH7b0GgqqoKR0dHPHr0CDweT+bX1q8EQpIU6+5gs9moqamReNeA2E6UZF9aR0cH6urqMs+gPHPmjMAdODc3Fz/99JNMz1FVVYWYmBiMHTsWAwcO7PH45uZmvHjxAo6OjtizZw+5/dkZbW1t8Pn8/2lXKUm5dOkSampqMGHCBOjp6Yn9PCcnJzAYDLk1Yu43AqGsrCzTACVVk9r+4gHR2NiIJUuWICoqCp9++imcnJzk4vj84MEDZGdnIzAwUKBhbFdYWFjA09MTc+fOxe7du0Xu4RcXF4NOp4u1S6Pg/zl69ChoNBqWLFki1vE0Gg1jx45Famqq1K0huqLfCASLxQKdTu8zgaDT6TA1NaUkEA0NDXJp8cblclFQUIBz587JzdaNKBk2NDTExIkTuz1WVVUVy5YtE3hs6tSpQt3Ms7KyQKPRMHToUFlf7t+a/Px8JCYmwsjICOPHj+/xeEtLSxgYGCA+Pl5u19RvBILL5aKlpaXbFGBx0NDQgI6OjsQCQbTZk3eAUhI4HA5KS0vl6jkItHs/3L59G5MmTeo2d4HJZIoMaHY2QSEa98gi1fd/jXPnzqGhoQFeXl49zsBcXV2RlZUl8xLvjvQbgSCs4aTNS5cmQAlQc7GWp0DIYkYlDjdu3EBlZSUCAwO7tPQjHJU78ubNG6GMvcrKSvD5fPI9VSA+fD4fp06dAp1O73ZXw8TEBBYWFnKdPQD9SCBkGaBsbGyUuFU6m82W+G6tpKQEAwMDuQgEnU4Hm82W692hI62trYiIiIC5uTlGjx7d5XFr1qzB9u3b8eTJE4SFhSEwMFDkrlNdXR0Zn1EgGenp6Xj79i0GDhwoZJ9P4ObmJpBbIy/6XCBsbGwQGhqKZcuWwdHRUerxqG6VUpkJ9NTpShqMjY2hpKTUawIBtDd3SU9Px549e5CdnY1r167B2dlZ4Jj6+nr88MMP8PT0REhISJcztWfPnkFFRaXLD7iC7gkLCwOPx8Ps2bPJvqUE6urqGDVqFB48eCD3Kto+FQhjY2NcvHgR/v7+YLPZWLNmDdatWyfVmL29g0FkPsoaLpcLPp8vt+VLV/j6+sLCwgKamppwdHTEH3/8AQ0NDYnHiYuLA5/Px5QpU+RwlX9/mpubcfHiRaiqqmL27NkCvyNmeLKyreuOPhUIHx8foYKhFStWUC7yUVZWhoGBgcQCoaOjAw0NDUoBytLSUrns93M4HJSUlPRqUxp1dXWh6Lmenh7Gjh0r8VjNzc3Izc0Fi8VSbHdS5OHDhyguLsbIkSPJ5ZqmpibGjh2LpKQk1NXVyf0a+lQgRPkbKikpYePGjfjxxx/xxRdfYO7cubC3tycNW7qD2CqlGqCkIhDy8qDszQAlgaGhocj99OzsbErjxcTEgEajwdPTU9pL+5/l6NGjaGtrw6ZNm3Dv3j1kZ2dj2bJlvVZK36fFWtHR0di4cSPZ+IPP52Pbtm0oLCzEoEGDYGhoCFtbW9jZ2Qk0hH379i0SExPJqT2NRsOGDRuwcOFCKCkp4ebNmxJNzVksFurq6iR60yXpdCUpDAYDLBYLSUlJMh9bFOrq6vDy8oKzszNiY2Ph7+9PJk3dvn2b3LaUlMzMTDQ0NMDBwQFRUVGyvOT/GSoqKvDw4UPs2bOH3E7W19fH9u3bYW9vL5f06o70qUDU1dXBy8sLYWFhKCwsxKFDh4RSRlVVVWFnZ4cRI0aAw+GAy+ViwIABmDhxIng8HqqrqzFixAiBDlLHjx/HxIkTxS7bphK3kLTTlSSYmJj0SoCSRqPByckJXl5eoNPpOH/+PB49eoQff/wR48ePB51Oh6WlJSwsLMTyxxDFjRs34O3tjVmzZuHs2bMyfgX/G7x580Yo14TD4WDo0KF49eqVXM/d5+XeKioqSE1Nxd69e8ky4Y40Njbi8ePHAnvtXC4XI0eOhLm5OYyMjEgnagIlJSVs3rwZ+/btw8uXL7vsTUmj0TB58mT4+Pjg2rVrEl23PF2sORyO3AOUHA4Hfn5+GDBgAJ4+fYrLly+Ta9r379/j/fv3ANrNUAMDA7Fz505K8ZC7d+/C2dkZDg4OiI+Pl9uS7O9Mbm4uamtrBUSitra2V5agfS4QHA4HPB5Poi8DYbBCYG1tLVQKraWlBV9fX/j6+oLP56O+vh5lZWXIzc1Feno6MjIyEBoaipkzZwJoL6WurKwU27SDxWKhpqZGLs7OHA4HxcXFcvFTUFNTw7Rp0zBmzBgUFRXhwIEDpBiIIjw8HOvXr4enpycuXLhA6ZyhoaH4/PPPsWjRImzdupXilf/vUltbi++//x5bt24Fg8FAS0sLvvnmG7nVX3SkXwhEcXGxVDsB27Ztg6urKxktf/PmDRYuXAgWi4Vhw4aBw+HAwMAAZmZmGDhwINzc3GBsbEyKA9C+7t+yZYtEAiGvOzyXy5XL3cHBwQEzZswAk8nE5cuXcf/+/R730cvLyxEbG4sZM2YgJSWFUsFYRUUF7t+/j3HjxpGt/BRIxvPnz3Hy5EncunULjx496rXt7z4XCFl4UD569AjLly/H6tWrcebMGZw7dw719fWoqqoSWqPp6enB0tJSqPMW0J749MMPP6Cqqgr5+fl48+YNnj9/LrDbwuFw8MUXX2Dy5Ml48uQJTp8+LdNuUwwGA6ampnj69KnMxjQ1NYWfnx/Mzc2RlJRElhaLS3x8PGxtbREUFCRW4x1RXLx4EQ4ODvDw8EB8fLyi16eEjBkzBk+ePMH58+d79bx9KhBEtJ5KS7nOMJlMXL9+HcePH+/2OOJulpaWhuDgYOjo6JC/e/bsGUpLS6GnpwcbGxvY2toiMDAQra2tqKysREFBATZt2gQulwugvY8Gj8cTqnCUBlNTUzCZTJkEKOl0Otzd3TFlyhSUlZXh8OHDlGzpiYrPtWvXYvLkyYiJiaF0PX/88QeWLFmChQsXyqyr1P8CAwcOhKmpaZ/0Ru1TgTA2NgaTyeyTEu/q6mrMmjULhw8fhra2Ni5duoTNmzeTd1ZlZWVYWlpi+PDh4HK50NPTg62tLSkOBH5+fggNDcWzZ89kclekEpMRhYGBAWbPng0zMzPcunULcXFxUm2JFRcX48aNG5g8eTJSU1MpzfrS09ORlZUFc3NzDBkyRNFDQ0xcXFxQUlLSJ+9XnwoEEa2XdolB5CRIWriSkpKCK1euICIiQqgrd3NzM5KTkwV8/kaPHg1fX1+B4/h8Pvz9/eHj40PONPLz85Geno60tDSJRUMWMRnCXLa2thYHDhygnOjUmVu3bsHGxgbBwcHYs2cPpTqA48ePY/PmzViwYAGuXLmCnJwcxc5GN2hoaMDW1hYxMTFSWzFSoc8FoqSkROpovaGhIZSVlSWeibDZbIlMap48eYK4uDhMnjyZfGzPnj24dOkSGQzV0dGBoaEhRo4ciaCgILS2tqKqqgoFBQXIyMhAamqqyJgFseU6a9YsPHz4UKLXQaCpqYmgoCBYWlri0aNHuHTpkkxTtfl8Ps6dO4c1a9Zg4sSJuHHjhsRj1NfXIzc3F5s3b8batWvR2tqKnTt3CrQvVPD/ODo6oq2tTaYxKUnoU4Fgs9kyWV5wOBwAkqdKczgctLS0SFRsNW/ePBw4cACampo4cuQIuR5/9uwZeYyysjKsra0xdOhQcDgc6OnpwcDAALa2tvD39wePx0NVVRUKCwuRmZmJtLQ07Ny5E/7+/gCAadOmoby8XKyeFQTW1tYICAhAW1sbjh07JrcEmvz8fNy5cwceHh5IS0ujZPAza9YsqKurA2iPHX322WeIjIyUqB/J/wI0Gg1jxozp8qbSG/SZQNDpdLBYrB57LIgD1S5aHA4HBQUFEk2VW1tbkZeXh6tXr3Zp1tHc3IzExESB4KuysjKGDx8uENOwsrKCtbU1lixZQooD0P7ebN68WSyBUFFRgY+PD5ycnPD8+XNERETIvYgnLi4O1tbWCA4Oxv79+yWe+nbuIQm0C5xCIASxsLCAgYEBzpw502fX0GcCYWRkRGlZIAqqW6VcLlfiwA/RFFjSIGJzczNSU1MFBJHJZGLYsGFC5bxA+/vz1VdfIT09HY8fP0ZWVhYYDAa+/PJLzJkzB9XV1Thx4gR0dHSgpqaGs2fP9to0tLW1FeHh4Vi5ciVcXV0ldjV68OCBQNUoj8eTmyvzXxkXFxcUFBTILIZEhT6r5qS6LBAFFYGg6qItyxTr1tZWvHjxAtu2bRPqZv7y5UuoqKjAwcEBq1atwo8//ogzZ85gw4YN4HA4sLS0xI8//ghNTU3s2rWr19eoWVlZePDgATw9PYWaF/fEunXryOBvRUUFQkJCRKbZ/y+jra2NESNGUI5HyYo+FYiSkhKpDVn19fUpddGSNEBJwGKxUFFRgYaGBome1x11dXUIDg5GRkYGKioqcOrUKfj4+GDLli3473//i5s3b6K4uFhoak6j0dDc3NxlrYm8iYmJQV1dHQIDAyV63vv37zFp0iSMGDECEyZMwMyZM1FSUoKEhASJG8f8XXF2dkZra2uvVfR2RZ8JhKy6eFP1cqASoCTOJ4801+TkZFy6dAlLly7FJ598QtroV1ZWIiYmBrt27RLZzr23PSM60tzcjIiICFhYWHTrY9kVxcXF+OmnnzBt2jQwGAwMHjwYoaGhMDY2lsPV/nWg0+kYPXo0EhMT5e5o3uO19MVJaTSazHYw2Gw2qqurJS6aInpOSLqXL68aDCKW0N3Yv/zyi4BnRXFxMSIjI2V+LZKQnp6OhIQEeHt7C7mDiUNnSzpVVVWxekL8nbG0tISOjk6/iMv0iUAYGhpCRUVFZgJBZRwqjk2amprQ0tKSi0AQsY3CwsIuj0lOToaTkxNCQkKwdu1anD17tsdmN70BkW/RcSdGXN6+fSv02P96huWYMWOQlZXV636kougTgaC6LBAFh8OhHKCUtN5Bnh4QRIeuqqqqbo8rLS1FWFgYfv/9d1y4cAFjxozpsdu2vGloaMD58+dhZWWFkSNHSvTczZs3C+zxP3/+/H+66a+BgQGGDRvWL2YPQB8JBJfLRVlZmdSBPi0tLWhpaVGKP1ANUDY1NUncc0McqLT9e/z4MV69eoWgoCAy8aivePHiBVJSUuDj4yORC/aNGzdgZ2eHxYsX49NPP8W9e/ewYMECOV5p/8bZ2Rn19fX9RiT7bAYhywClpF90IkApaRYg0f1bHjnxxNiSEh4eDgaDQWl6L2uio6NBo9Hg4+Mj0fPKy8sRFRWFkydPIjc3FyNGjIClpaWcrrL/wmQy4eTkhKdPn/abzui9LhA0Gk1mjs0cDgf19fUSN86lkkEJyC9AyWQyYWhoSGnsmpoanD9/HnZ2dhJP72VNbW0tLly4AHt7e8pf8CNHjoDH4+HDDz8Uy8n874SNjQ00NDT6zfIC6AOB0NfXh6qqap8HKCWNPzCZTBgZGcnNpFaaDl2pqalISkqCv78/pZ0EWZKUlIRXr14hICCAUj+MxsZGhIeHQ0lJCYsXL5bDFfZPiJ4kGRkZKC0t7evLIel1gegvAUpJhcXY2BgMBkMuAmFqago+ny9Vh66oqCg0NzcjODi4y+a7vUVkZCSUlZXh7e1N6fmJiYl49+4dBg8eDHt7e9leXD/Ezs4OGzZsgL6+Pq5fv97XlyNArwsEh8NBZWWl1AVF6urq0NPT69UAJZ/PpxQnEGfssrIyqcreGxoacO7cOQwbNgxjxoyR4dVJTlVVFS5fvozRo0fDwsKC0hihoaFoaWlBcHDw37Yzl7a2NhYtWoS5c+fi7du3+OWXX7o1EO4L+kQgZLG8ILYcezNAWV5eLpdWeKampjIRnvT0dDx48AAzZsyAoaGhDK6MOk+ePEFmZiYCAwOhrKws8fNbW1tx+vRpMBgMLF26VA5X2HcQZdxEXc2JEydw6tQpuTikS0ufLDFktbxoamoSKnIS53n5+fmUApTycj6iuoMhisuXL6O6ulpkV+jehPCx1NTUpNx678WLF3j16hW4XG6fz4pkhaGhIZYvX46AgACkpKRg+/bteP78eV9fVpf06idIV1cXGhoaMjFkJWoiJN1ypDqDYbPZclleaGlpQUNDQ2axjZaWFpw5cwZcLrfPsywJy/yxY8di4MCBlMY4ceIEmpqa4OvrK9Rd6q8EnU7HxIkTsW7dOmhra+PQoUOIiIjo9+7evSoQsi7xlvSLrqKiQilAKU6dBFXESbGWlJycHNy6dQuTJ08mg8J9RXx8PHJzcxEUFERp25LP5+PEiROg0+kydQ/vTdhsNj755BNMmzYN9+/fx65du0SmmPdHel0gqqurpe4IROxEUOniTafTJZ7ByHLnpTOmpqZoamqSecl2XFwcioqKMGfOnD7NJ2hra8O5c+egr68v4OUpCZmZmUhJSYGpqSnc3d1lfIXyg8lkwsvLC2vWrAGNRsPevXtx5coVuXRMkxe9KhCyquBksVig0+mUdjCam5tRUlIi8fnEqZOggryyM3k8Hs6cOQMDAwPKMQBZQVjmT5gwgfKM5syZM6ivr4enpyd0dXVle4FyYPDgwVi/fj3GjRuHa9eu4ddff+3T0nyq9PoMQlYBytbWVonzBqhmUFKpk+gPYxcVFSEmJgZubm4YPHiwXM4hLrdu3UJxcTGCg4MpBU/5fD5CQ0NBo9GwfPlyOVyhbFBRUUFAQABWrFiBmpoa7Nq1C7du3aLUIqA/0GsCoa2tDS0tLZllUBYWFkr8plMNUMorxZrBYMDY2FiuZb337t3D+/fvMWvWLKioqMjtPD1BWOabmJhgwoQJlMbIzc3F48eP+8WsqDM0Gg2jR4/GZ599Bnt7e5w/fx6HDh2SeLba35CJQNjb22PPnj04dOgQxo0bJ/IYIkDZVynWKioqMDY2lvh5ysrKMDAwkEv8wcjICAwGQy67IwRtbW04e/Ys1NXVMW3aNLmdRxzy8vJw9+5dTJkyBUZGRpTGiIyMRHV1Ndzd3SmPIWvMzc3x6aefIigoCBkZGfjll1/w8OFDmS4btbS0sHLlSnzzzTdwcHCQ2bg9IbVAWFlZ4fLly5g7dy6Cg4MRGRkptL2mpqaGyZMno62tTep1PIPBgImJCaUAJQCJA5SmpqZS1Un0NDYg2x0MUVRUVODmzZtwcXEhd036iuvXr6OiogJz586Fj48PpfyGI0eOgEaj9fmuhp6eHubNm4eVK1eitbUVe/fuxZkzZwRcv2SBmpoarl27hq1bt2L9+vWIjY2Fn5+fTM/RFVKHt+fPny+QCstgMPDZZ58hOTkZFRUVcHNzw/Hjx6Gnp0f2nNy9ezfl85mamoLBYPRqgJLH41FqECPO2OXl5b3iO3j37l3Y29sjKCgI+/bt67M1cWtrK1JTU3Hs2DHycxMbG4t58+aJ3Tu0qKgId+/exYQJE+Dn54eoqCh5XrIQysrKmDRpEsaNG4f6+nqcPn0aycnJcmuN5+vri2HDhpE/0+l0rF+/vldet9QCIeqDZmpqin/84x/g8XiYM2cO9PT0ALSLx9dff43z589T9vpns9mUmttK40FZUlIil/p8WaVYiwOPx8O5c+ewevVqjBs3Dnfu3OmV84pi+fLlAjeVadOmYdasWYiIiBA7lf3y5cuwsbHB8uXLERISgtraWuTm5uL169c4efKkXASdRqPBwcEBnp6eUFNTw507d3Dr1i25b1sS35+OaGlpyfWcBFILxIkTJ/DRRx+Rjkatra34+eefUV9fD3Nzc6GeCQwGA+vWrcP169eRn5+P/Px8lJaWiq2+hF2+pF9YDoeD9PR0iZ4DyC9ASYz95MkTuYwtitzcXMTHx2Pq1Kl4/vy5xGnqsmLIkCFCjy1atAj29vZoaWlBbW0tamtrUVdXh7q6OoGfO/6XwWDA1dVVaKxly5bB3d1dpmXTAwcOhI+PD7hcLpKTk3HlyhWJfUioYGlpCS6Xi+bmZoGalnPnzsn93IAMBOL169eYPXs2/vvf/yIjIwP79u0T+ND7+vpi1KhR5M8tLS3IyMiAnZ0dmfTS3NyMgoICUjDy8/NRVFQkIAJsNhv//Oc/MWnSJKSnp+PEiRNif8BVVFRgZGSEW7duSfTaaDQaTE1N5ZIrr6GhAW1t7V6bQRDExsbCysoKgYGBOHz4cK+eGwBGjhwp9MXi8/nYvXs38vLyoKmpCU1NTWhoaEBTUxMGBgYYOHAgNDU1hao6g4ODRZ6DxWLh+++/x+XLl9HW1gY+n4+2trYu/7W2tqKhoQENDQ1obGwU+H8VFRV4eXlh5MiRyM3Nxf79+5GVlSWvt4dEQ0MDPj4+sLe3J20FV6xYAQ6Hg7q6Oko3OyrIJMWuqqoK8fHx+OGHH4Qq0lavXo3Q0FBYWlqipKQEX375JSIiIgC0l2yzWCyw2Wyw2WwMHjwYY8aMAZ1OJ9f9hGBs374dQ4cOBdBusBIWFoaZM2eKdX3EDoqkAUp9fX2oqKjINUDZ287FLS0tiIyMxLJlyzB69Ohem8Ho6enBz88PI0aMwIkTJ/D+/Xt4e3ujrq4OCQkJiI+P7zG4x2AwSOHQ1NSEm5tbl129WCwWLCwsQKPRQKPRQKfTyf/v/E9JSQkqKipd5mdUV1fj7NmzePbsmdziDB2xt7cnbftOnz5NNs8hWhw6OzsjMDAQycnJyMjIkOu1yEQgTExMyGlfZ16/fg03NzeYmJigvLxcYL1WX1+PzMxMAZtzJSUlmJqakqLBZrMxadIkUhwIXF1dMX78eCQlJXWbuq2lpQV/f39oaGhQClAC8nOxbmlp6ZNpfkZGBhISEjBjxgy8evVK6tT37qDT6XB1dcW0adNQX1+PsLAwvHz5EkePHgXQHqEPCQmBv78/jh8/3u1YPB4P1dXVpJD88MMPOHHihFAqeUtLC7744guJ7rI0Gg0qKipQU1Mj/6mqqoLJZOLly5dyKfPvjI6ODgICAjBixAgkJSXhwoULIn1THj9+DDs7OwQFBWHHjh1yvTaZCURPQSFxsx5bWlqQk5Mj0KuRy+UKlS+3trYiICAA3t7eqKmpEVie5Ofno7y8HG5ubjh58iQZ0GloaMAXX3wh9utisVioqamRS50+EaDsjTuSKC5duoThw4fD398fJ06ckMs5WCwWgoKCwGaz8fDhQ8TExAjt2BCW+QsXLsTIkSPJnp3iEBMTAw8PD/j6+mLgwIGkGVBhYaHEO0NtbW1obGxEY2Njr7cypNFocHZ2xvTp09HU1ESKaHdERERg/fr18PLyQnR0tNyuTWYCIU8nnNzcXJw8eVLADn3//v3YuXOnwEzDwcEBkyZNAtDubThr1iyBaO+yZctw8uRJsT+E8gxQyjPFWhwaGhoQFRWF+fPnw9bWVqDruLQoKSlh8uTJGD9+PEpKSrB///5um/O+ePECycnJ8PHxQUZGhkRuY2lpaUhLSyN/ptFoWL16NQIDA/Hrr7+KvXXam6irq5O9QAwNDREUFARzc3M8fPgQV65cEUvcysvLcfXqVfj6+iIlJUVu3z+pBYJOp8PQ0FDuTrzr168H0N5Y5NixY6R3X0VFhUAQUUNDA2w2GywWC2vWrBEa55NPPkFMTAzy8/ORl5eHgoICoSmavr4+1qxZg5kzZ+L+/fug0+kyzRug0+kwMTHBs2fPZDYmFYgvl6+vLzIyMmTSkNjCwgIBAQHQ1tbGtWvXcOfOHbHeu+joaGzYsAE+Pj44ffo05fO3tbUhIiICn3zyCdzd3XHjxg3KY8kaKysr7Nu3D3Z2dsjIyMCxY8fAYrFQVVWFQ4cOSVwC/uDBA3KpsWvXLrlsxUstEAYGBmAymVIZrooDjUZDVVUVzp49i3v37nV5HBHhTU9Px40bNzB16lTydy0tLXj48CFMTU1hb28PJpMJPp+PsrIycheloKCADKoCwNChQ9Hc3Ix//OMfMnstBgYGUFJS6vUdDFFERUVhw4YNmDlzJs6ePUt5HHV1dcycORMODg7IzMxEaGioRPGVuro6XLhwAR988AGSk5N7nGJ3R0FBAe7cuQMPDw+kpKT0G5foo0ePkrE0CwsLbN68GatWraJcAk6U0q9btw5Tp07FlStXZH3J0guEiYkJAPFjDFQxMjKCsrKyRLUU69evx969ezFx4kTk5eXhn//8J5l9RhRKdVyiTJw4Eebm5kI9HRYuXIjt27fL7DXKwySGKjU1Nbh06RKCg4ORlJREafvM2toaAQEBoNPpOHfuHBISEihdS1JSEkaOHAl/f3+8e/dOKreluLg42Nraktu5fRXrIeBwOEKBdjU1NeTn50uVaFVaWorr16/D09MTqampMnFr64hMBIJIXpEnXC4XfD5fIoEoKChAYGAgVFRUhNZ1RDZmQUEBnj59CqB9ljJt2jShzlAMBgMbNmxAfX29QL5GXl4eSkpKKJWPV1VVCfSk7EsSEhJgb2+PgIAA7Ny5U+youKqqKnx9feHg4IC0tDScP39e6oBuZGQkNmzYgBkzZpDb4VRobW1FZGQkli9fDkdHR8qiJSs0NDRQX18v0CKxqakJ7969k3rsu3fvwtbWFsHBwYiPj0d9fb3McndkIhDySGvtDJfLRUlJCaUtHXEj2m1tbYiNjUViYqJActfRo0dx5MgRcqYxYsQIsmq1paUFhYWFAjsohYWFXd4VxowZg7lz58pc6aWFiIpPmzYNFy9e7PH4oUOHIjg4GMrKyjhz5gwSExNlch3V1dW4fPkyuc8vTafvzMxMJCQkwNvbG69eveoT12gVFRVMnz4dLi4uuHDhAgICAqCsrAw+n4/IyEiZbHPz+Xxcv34d0dHR+OabbwC0+2/MnTtXas9LmQhEb/jrycouvyfa2toQEBCAI0eOQFNTE7///jtOnTqFtrY2vHnzhjxORUWFFAwWiwUzMzM4OTmBwWCAz+ejtLRUaOt1/fr1+OyzzwTO9fXXX8v9NYlDeXk5rl27hunTpyM5ObnLXQclJSXMmDEDY8eORXp6Os6dOydzp63Hjx9j5MiRCAwMxM6dO6Wagl++fBkjRoyAj48P/vjjDxleZc9YWlrC398fqqqqOH/+PB49eoSvv/4aDg4OUFFRIY18ZPH9mT9/vkCrg4kTJ2L+/Pn47bffpBpXKoFgMBgwNDTEgwcPpLoIcc7DYrHIjDJ5U1tbi9evX+Py5cu4f/++yGOI6WHHKSKDwRBK8rKysoKysjKUlZUxf/58gTFWrlyJ3bt39xtTkfj4eNjZ2SE4OBi7d+8W2iIcMGAAZs+eDW1tbfIDL6+1fXh4ONavXw9PT0+xZjRdUV9fjwsXLuDDDz9EYmIiXr16JcOrFI2mpiZ8fHwwcuRIvHr1CpGRkaSIlpaWIjY2FjQaDWw2G4GBgdi1a5fUBV/W1tZCj9nY2Eg1JiClQBgYGIDBYMg9QGliYgIlJaVem5YbGRmByWRKXFLO4/GQl5cnMNOh0WgwNDSEk5MTPvroI4Hjiaa9/UUg+Hw+wsPD8emnn2L27NloaWnB8+fP8ebNG0ydOhUTJkxATk4Ojh49KvcMUMIyf8aMGUhJSaFc/QsAycnJcHBwgL+/P7Zv3y7TzENdXV0MHjwYz58/R1NTExwcHDBz5kzw+Xz88ccfXebcEH1D1q1bhylTpki1A0FUOHemu90+cZFKIHprB4PD4YDP5/daYhFhLiOL87W1taGkpARXrlxBcnKyQAfurKwsqbbz5AGxs/Lrr7+Smat37txBWloaYmJicOfOnV7bEeg8o5Fmn//8+fMICQkRO8YiDkuWLMG//vUvqKmpoby8HGfOnAGDwUBiYiIuXrzYY+Be2h0IJpMJDw8PuLu74/79+2hsbISnpydaWloQFhYmk4pPqQRi+PDhqKurk3s0nsvloqioqNfswolembI2cpk/fz5++OEHODk5oaioCGlpaTAwMOizsmtRKCkpYc6cOQJp7ePGjcN3330ns0CkuBD7/GvXroWHhwdiY2Mpj1VRUUHOSJKSkqSejZqYmGDr1q1QUlIC0J5c98EHH2D69OkCsaqeIHYggoKCsGfPHrEzPwcMGIDg4GDo6+sjLi4Ot2/fBo/Hg5aWFng8nsy+k5Qs5wYNGoQbN27g0KFDWLFiBebNmyeTi+mK3gpQEsiyFV5H8vLysHjxYtja2mLGjBnIy8vrF924O6KrqytUIUmn0/vM8JawzHd3d5e6CdD9+/eRn5+PoKAgqdsSWllZkeJAoKenJ/FsmljWGRsbi9UJTUlJCT4+Pvj444/R2NiI3bt348aNG6Sw1NTUyPSGTeld2rlzJ9mWXUNDAzt37oSZmZnMLqojROCvN7cF5dmHk6C5uRnh4eEwNzcXaXrSV3A4HKEPeVlZWa/PHjoirWU+AZ/PR0REBIyNjTF+/HjK4zAYDGhrawsteV69ekVpR6egoAC3b9/GpEmTYGxs3OVxQ4YMwfr16zF69GhcvnwZ+/fvl3uKAaV3u/MHmsFgYNmyZRgxYoRAIogsMDU1BZPJ7LUZhLa2NjQ1NXsl3vH27VvEx8fD09Ozz7txq6qqYs6cOfjggw+wZ88e3Lt3D62trcjPz0dkZKRc8vzFRRaW+QT5+fm4d+8epkyZAgMDA4mfz+Fw8Mknn8DZ2Rn79+9HeXk5gHZPFKKEnQo3btxAeXm5yBmliooKAgMDsXz5clRVVWHXrl24d+9er8SCKMUg0tLSyBkEgZaWFhmlLy0tRXZ2NrKyspCdnY2ioiLKxU5cLpeSByVV5OkBIYqrV69i+PDhCA4OxsGDB/skJXjQoEGYM2cO1NTUyMj73r17AbQHbNesWdPnhU8dLfOfP38u1c7P9evXYWNjg4CAALHzBJhMJqZOnYrx48ejsLAQe/fuRX5+Pv7973/DxMQE1tbWcHV1pRxTam1txblz57Bx40b89ttv4PP5uHDhAtLT0+Hv7w8VFRVERETgyZMnvfoZoSQQX3zxBU6ePAkjIyO0trZi586d+Pe//w09PT0MGDAAAwcOxIABAzBy5EgwGAw0NTUhNzcX2dnZ5D9xU7OJAGVv3cGINnu95QnQ0tKCc+fOYcWKFXBzc5PJ1pS40Ol0TJkyBRMnTkRWVhYOHTok9Lrz8/Nx+/ZteHh4IC0trVeyZrvi+vXrsLa2RnBwMA4cOED5i9LS0oLz589j6dKlcHR0JFPtu8Lc3ByBgYHQ1dVFbGysQIVqU1MTsrOzUVBQAFtbW/j7++PIkSOUrquiogLe3t5kDCgoKAjx8fEIDw8XyKXoTSgJREJCAuzs7GBvb4+cnBxyvV5RUYGKigpy71dJSQkcDocUDScnJ9KvgZhlEP86d8rS1dXFsmXL4O3tLfdErI6w2exe92l4//497t+/D09PT7x69apXqg8NDAzwwQcfgM1m49q1a7h161aXX7gbN27A2toas2bNwv79+/vUMv/cuXNYuXIlXF1dSQs2KqSnp+PZs2ekq5aoGxbhRzl27Fi8f/8ex48f73LmQojOkiVLYG9vTympb+bMmUIB4oEDB+LYsWMSjyUrKG9zNjU19egB0dLSgvfv3wuYWRCzDOKfqFlGXl4eDh8+jOHDhwNoNzotKyvDL7/8QvVyxYbFYkm0TSUrYmJiMHz4cMyaNUuqu6M4ODk5wcfHBzU1Ndi/f3+PAeDW1laEh4fj448/hpubG+7evSu3a+uJrKwsPHz4EJ6ennj58iUZA6AC4ao1c+ZMnDlzRuB3w4cPR0BAANTU1BAVFSVWp6w3b94gOTkZ3t7eeP36tcT+Gp13RQD0itVdd/R6X3hRsww2m00uSxwdHbFw4UJSHAg++eQTHDt2DOXl5XL78sizzV5PEEuNlStXYvz48XLpW6Guro7AwEDY2NjgyZMnuHDhgtgfwOzsbMTHx2PatGl48eJFn+ZuXL16FZaWlmTNDFXq6upw8eJF/POf/8SqVatQU1ODo0ePgslkwsHBAW/evEFkZKREy82LFy9i48aN8PLyQmRkpNjPMzMzg5mZGWpra6GpqUk+fvLkSYlek6zpdYHoTEtLC7KysgSsxGfNmoXp06cLHKempobPP/8cLS0tKC4uRnFxMYqKisj/ykI45NlmTxyysrLIvhUvX76UaQr2kCFDMHv2bCgpKeH3338XsGkTF8IyPzg4GIcOHeozj4Xm5mZERERg6dKlUjtzm5mZkcteoH2H7ty5czh48CAlx6+amhpcvXoV/v7+ePbsWY8W+XQ6HR4eHpg0aRLy8vIwY8YMfPDBB2TaQF8n0fW5QIgiKioKX375JQYNGkQ+FhoaiqNHj8LY2BgmJiYwNjbGiBEjoKamBqBdaEpKSlBUVERZOCwsLNDW1tangbiYmBiMGDGCXGpIu95nMpmYNm0aJkyYgIyMDPz555+Ue0e2tLQgPDwcK1aswJgxY/Dw4UOprk0a0tPTyVLu169fU35Ns2fPFviZRqOhublZKjvAR48ewcHBAQEBAdi9e3eXf0N9fX3MmTMHZmZmuHHjBm7cuAE+n49//vOfANoLsBYsWCBzz1BJ6JcC0dzcDG9vbxw5cgRqamo4ceIEjh49ira2NiHHI21tbQHRMDExkVg4WCwWDh06BDc3N9TX1+PFixdyc3ruidbWVpw9exYff/wxxo8fj9u3b1Mei8vlYtasWTAwMMDly5dx9+5dqe/6b9++xcOHDzF9+nS8evWqV7pLdcWlS5cwbNgwsSzzu6KzZT4AqWdubW1tiIyMxCeffNLl39DR0RG+vr6ora3FgQMHRBajPX/+HCkpKfDz80NmZmafGAzRxP3A6Ovr9+p8kk6n47vvvsOVK1e6LLnuDi0tLZiYmAgIh4mJiUjhWLx4MZydncnn8vl8jBkzRiqzEmmZPn063NzcsHv3bolnNAwGA5MnT4a7uzsKCgpw9uxZmRbUqaioICQkBMXFxQgNDZXZuFSwsrLCwoULu62cFIW+vj4CAwPh7OyMmTNnkl27SkpKMHnyZJlk7s6YMQMuLi747bff0NLSgoKCAqirq8Pf3x92dnZISEhAdHR0t3EgTU1NbNiwAa9evcKff/4p9TURlJeXi5Xf3y9nEED7H1BJSYnyB7umpgY1NTVCnYcI4egoGh0rLIF2cXJzc+tTgbh27RosLS0l3lpksViYPXs2jI2NcePGDdy8eVPm25JNTU2IiIjAkiVLxMojkCcvXrxASkqK2Jb5NBoNbm5umDZtGmpra/HTTz/hX//6F2bNmoWWlhacOXNGZkvM69evY82aNfj444/BZDLx7Nkz3L9/H62trWLHgWpra3Hx4kXMnj0bycnJeP36tUyuTVz67QzCxsYG8+fPx7/+9S+5+11euXIFY8aMEXjM09OzVxvrioLL5WL16tWIjY3tsa8onU7HpEmT4OHhgeLiYvz5559yD7bOmjULVlZW2L59u1y7c/WEpqYmQkJCkJ6e3q1lvomJCYKCgsDlcnH//n3ExsbKdRvRw8NDqOT60aNHmDNnjsQxk8WLF8PExAQ7duyQSZWxuDMI6Ura5EhvmeECwFdffSWwlv7tt9/6XByA9oZBt2/fxpQpU0jvDVGYmJhg9erV8PDwwO3bt7Fnz55e2Ym5ePEi2eGsL6mtrcWFCxdgb28v5EgOtC+5pkyZgk8//RQqKio4cOAALl68KPccg47LVgJdXV1KAdXIyEioqanBy8tLFpcmNv12iWFiYiJ3IxqCuro6REZGQllZGTt27OgVj01xuX79OqysrDBr1izs27dPYLlAp9Mxfvx4TJ06FWVlZWIlPckSom3eggULYGdnh5SUlF47d2eSkpJgb2+PWbNm4fXr16itrUVsbCxMTU0RFBQEIyMj3Lx5Ezdv3uyVblsqKipC3cgBSBQn6UhlZSWuXr0KPz8/pKSkyMQNWxz67RIjJCQEmZmZcu07CABff/01QkJCALQHLpcvXy73c0oKl8vFmjVryKnlvXv3kJycjFmzZoHL5eLOnTu4fv16n1Vczp07F4MHD8aOHTt6ZcbXFTY2Nrh8+TKZaJSXl4eYmBi8e/cO4eHhvdaHxMrKCn5+flBVVcWwYcMwdepU0Ol0lJeX48MPP6Q8O6XRaFi5ciU0NDSk7qQl7hKjXwoEnU7H999/j4sXL8p1r33QoEFISEgQ8BjIz8+Hra1tnzda6UxMTAxGjx5N/vzkyRPExsbi7NmzUvk1ygJxYwDyZseOHVi0aJHAY2FhYdiwYUOv/D21tLTg5+cHGxsbvHz5EufPn0dVVRW4XC709PTg7u4OOp2OPXv2UA4cGxkZYd26dbh37x6uXr1K+Vr/0jEIfX19MJlMuZu5Dh48WMiAhM1mC6S69gcsLS0FxAEA7OzscOjQoT4XB0AwBmBlZdVn19ExsY6gra1N7uJAdOfesGEDBg4ciJMnTyIsLIysvszNzUVqaioiIyNhamoKNzc3yucqKSnB9evXMX78eHA4HFm9hC7plwJBuOrIM6NRWVkZRkZGQoGqhISEPo3Ii0JbW1voMVGFPX1JUlISXr58CX9/fzLXpDextrYWOeWWR7/KjhgZGWHFihUIDAxEWloatm/f3mXWY15eHh48eICpU6dCV1eX8jnv3LmDoqIimVjn9US/FAgjIyM0NjbK7Ys6ZMgQhISEwMrKCt9++y2ZnZmbmytRgU1voKmpieHDhwtlLMbGxvY7ISMCvd7e3r12Tk1NTcybNw8LFizAxYsXsWfPHpSUlKC0tBTx8fFy64PBYDDg4eGBdevWQUtLC4cOHUJ4eHiPFZyxsbFoaGiAn58f5XN3dNhyd3eHrq4uGAwG5fG6o1/uYhgbG8tl9qCiooIZM2aQWZKEQcqBAwdAp9MxatQozJo1C8OHD+/1hBRREAYkfD4fS5cuRVBQEGxsbNDc3CzV+lNeVFdX49KlSwgKCkJycjKlRsCS4OjoiJkzZ4LH4+HkyZPknfubb74BjUbDqlWrumwCJA0DBgxAYGAgjIyMcOfOHcTFxYkdMGxqakJ0dDQWLFgAa2tryj008/Pz8erVK+zbt4/c8du8ebNU/UxF0S+DlKtXr0ZJSYlU7eg7M3ToUAQFBUFNTQ2XL1/G48ePRa5NZZ2QQgV1dXX4+flh5MiRSElJQVRUlMDugJOTE2lR11vbXZKwdOlSGBoaYseOHXLJNdDT00NAQACGDRuGZ8+e4eLFiyLrFIyNjbF27VrcuXOHsmV+QEAAPv/8c+jq6iIyMhIJCQkYPXo08vLyEBERQTnfZOHCheBwOPjll18ov0cXLlwQiGc0NzfD3t5erN2av3SQUpYzCFVVVQQFBWHp0qUoLi7Gjh07um0ZFxERATU1NaFy897C0tISISEhGDp0KE6dOoVTp04JbR0+ffoUWVlZ8PPzk/salAoRERHQ0NCQ+XtIpEmHhITAyMgIoaGh+PPPP7ssYiouLsbNmzfh7u5Oeo1Kgq2tLQ4dOoQRI0bA1NQUq1atwooVK3Dp0iXs27dPqmS06OhoqKmpYdq0aZSeT7wXHVFWVoaLiwvlaxJFv/t0aWlpQVVVldIOhpaWFnx8fMi06eHDhyMkJAS2trYIDw9HaGhoj9WHVVVVuHz5MlxcXDBkyBAqL4ESKioqCA4OxqJFi5Cbm4sdO3Z0mXjU1taGqKgoGBsbY+zYsb12jeJSUVGBq1evYuzYsTA3N5fJmMbGxvj444/h4+ODhIQE7NixQyznL2ks82fMmCG0ttfW1kZ8fLzUOyOVlZW4du0aXF1dKe1GsNlskTdRWXdq63cCQXUHw87ODklJSQgLC8OVK1dw9+5dLFmyBAUFBdixY4dEySmPHz/G27dvERgY2Cu7BRYWFggJCYGNjQ3Onj2LsLCwHgOQ+fn5ePToEaZOnQotLS25X6OkPHjwAO/fv0dQUJBU7yFRmbp27Vqoqalh//79PVZAdoTH4+HcuXNgsVgSWebTaDSRuzGy3FaOj49HYWEhAgICxBYvJpMJLy8vrF69GpcuXSK3Unk8HrZv3y7z2Fm/EwjCKVtSr8Gvv/4aenp65M/W1tYoKCjAsWPHJHYDJhqramlpwdPTU6LnSoKysjL8/PywbNkylJSUYMeOHRJVRsbGxqK1tbXPlkPdQbTN09HRwZQpUyiNweVy8cknn8DDwwN37tzB7t27e3RoEkVeXh7u3LmDyZMnw8jISKzzrlmzBurq6gJ+qs3Nzdi3b5/E5+8KPp+PyMhIsNlssWaC5ubmWLduHdzc3HDt2jV8/vnnsLa2hr+/PxwcHPDDDz/I7NoI+t0uhrGxMcrKyiTONBs8eLBMr6OsrExm3aVFYW5ujuDgYGhpaSEyMrJHA2BRNDQ04OrVqwgODsaTJ0/6XcCSanNaJSUlTJ06FePGjUN+fj7Zg0IaxLHMV1FRgaenJ1xcXFBYWIhff/0VX331Fby8vGBkZITBgwdj0KBBMjXtzcnJwaNHjzBt2jSkpqaKLOTqzl27vr5eLv6lBP1yBiHp8sLKykootsDn8xEXFyfVtcTHxyM3NxfBwcEinYeooKSkBG9vbyxfvhzV1dXYuXMnJXEgePr0KbKzs+Hr69svA5Z3795Ffn4+goODxdqrHzx4MNavX4+xY8fi6tWr2Ldvn0xMhAln7oEDB4psdWhnZ4eNGzfC0dERly9fxp49e5CTk4PW1lZcvHgRR48exZkzZ2BtbS3zbNGrV6+iqakJvr6+Qr8j4mgODg6IiorCwYMH5Z5h3JF+t8355Zdf4unTp2JtS6mpqcHX1xejRo1CZmYmxowZA29vb9TX1yMhIYH8EkoDsVV29+5dxMTESDXWkCFDEBgYCG1tbcTGxsqsfRqHw8GaNWtw6dIlqXpFyAsTExN8+umnuH37Nq5duybyGFVVVUyfPh1jxozB27dvERERIZf+IAEBAfjkk0/A5XJRXl6O/fv3g8lkYtiwYUhLS8OFCxe6XZJ+9NFHMDU1xfbt22W6hWtnZ4dvv/0WhoaGqKqqQmhoKJSVlTFq1Ci8fv0akZGRMrX3+0s6SqmoqEBHR0esGYSVlRUCAgLAZDLx559/4tmzZzh8+DCAduEICQmRyquQoLi4GHFxcZgyZQrS0tIo9QhVU1PDjBkzMHr0aGRmZiI0NFSmbsV5eXl4/Pgxpk6diuTkZNTW1spsbFlQVFSEW7duYdKkSUhLSxPaHrS0tCTby0VGRnaZoyILrK2tMWrUKADts9Xt27cjLCwMhw8fFivrMioqCiEhIZg6dSouXboks+uysLAQ6O7t6uqKs2fP4tChQ1IZ6EpLvxIIIoDUnUCoqanBx8cHDg4OePnyJSIiIoQi/g0NDYiKipKZT8Ht27dha2uL4OBg7NmzR6KsPGtra/j5+UFZWRnh4eFISEiQy4c/JiYGtra2mDFjhky9C2XFzZs3YWNjg3/961/g8Xh48+YNTp06hYkTJ2LkyJF4+fIlIiMjpZ7x9UTnoDOdTkdJSYnYKdkVFRW4fv06vLy8kJiYKLMeKrNmzRL4mUajoampqU/FAehnAkFscXa1xiKapSgpKZGzhq4gHIF9fX2RkZEhlSMwkfu+Zs0aTJw4UazYhqamJvz8/GBra4sXL17g/Pnzcv3wEwHLoKAgPHr0iFK0X57weDxwuVwEBgaSjy1btgwnT56U2HCWKkQHt87k5ORINM69e/cwatQoBAQEYN++fVILPo1GExnj6sv2CwT9KqplbGyMiooKtLS0CDyupqaG2bNnY9GiRcjLy8OOHTvEUtbo6GjQ6XTMnDlT6msjmthOmjSpW/s3oL1GYOPGjTA3N8fJkydx/Phxud8ZgfZK1OzsbPj7+/e7gCWDwcCcOXMEHjMxMcH9+/d7RRxMTU2xZs0avH37VuBmkZeXJ3GBHrE9aWZmJnXmooGBAZYvX47Kyko0NjaSj9fW1vZpT06CfjWDELWDIcmsoTOydgSOi4sjt8pEOU3r6+sjICAAQ4cOxdOnT3Hp0qVe7WVAZFiuWbMGLi4ulNoFyAs6nS7yLtn5ZiCP806YMAFTpkxBaWkpvv32W3LrksFgwNLSEo6OjhJvXWZnZ5M9Qp8/fy7xDYBOp2PcuHGYOnUqqqur8Z///Afff/89goODoaGhASMjI5iZmVGKecmSfrWLsXHjRrx+/RoXL14UijVIsz6VZQGWmZkZVq1ahefPn0NNTQ2vX7/GvXv3SCt1wt+yLxoAE/j7+8Pe3h4///xzvwhYGhkZISgoCHPnzoWNjQ35eHZ2NhwcHOTWLdzQ0BCzZ88Gl8vF7du3cf36daH4kbe3N1xcXLBz506JA8dqamrYsGED3r17h1OnTon9PBaLhaCgILDZbNy7dw/Xrl0TEsqAgACMHDkSv/zyi1zK+v9SlnPGxsZYvXo1ZsyYgcjISJw/f56cNVy4cEHqQI2uri5CQkLw7NkzREVFSX29W7duxYoVK0Cjtb/HiYmJePToER48eICYmJg+78isrq6OjRs34s2bN0Jdq3uTjnfviooKnD9/Hh4eHpg4cSJ4PB6Ki4uxdetWmfefpNFocHV1haenJ6qqqrq15VNSUsL69etRVVWFw4cPSxxPGDlyJD788EMcPXq0xxkqk8mEh4cH3N3dUVxcjPDw8C6Txwjxefv2Lf744w+Jrkkc/jICoaysjPv37wtkQiYkJODkyZMyjWqPHTsWfn5+UpdI02g0vHz5kgyoEsyaNUvqxCxZMmrUKMyZMwdhYWEyL+ARBzabjeDgYJiYmODu3btCprpKSkpYt24damtrcfDgQZnt7Ojp6SE4OBhDhgxBfHw8rl692uMyZsiQIVi+fDkiIiLw+PFjic+5ZMn/sffeAU2ee///O4GEvZcILhBFhiCguACVvUkC4sIKijgR8LQ9T9un7RnPOf22jwxHHbi1VZlhb2SDgiAKOBDFPVBBQFHm7w9/yUNMgGxoj6//uJPc95WQXPd1fcb7HcRMmY50rWnTpoFGo0FVVRWFhYUoLi4eMxtmbm6OVatW4fjx40Jfkf5h2r0dHBzYyqRnzpyJU6dOCTWwV1VVhdbWVlCpVIGqIslkMtTV1dmOM1YTE4W6ujrcuHEDFApFrBJwjGai7du3AwAOHDiA7OxsNkEVhhHw9OnTOVY28sP8+fMRFhYGVVVVxMbGIi0tjasYR0tLCy5fvgw3NzcoKSnxfN2UlBTIy8vD3t6e7TEpKSl4e3tj69at6Onpwd69e1FYWMhVqvzq1atobm6Gj4/PuEkMjvsEQSaT2Y6JQr6d0YCloqLCd/MQ8HG8ny4l37x5M6ECggySk5NBIpGEksXhhk+bifbv3z9qncC9e/dQXl4OZ2dnqKmp8X1dRUVFbNiwATQaDdeuXUN0dDTPtomZmZn48OEDfHx8eL7+q1evUFhYCGdnZ/zXf/0XduzYAS0tLZYy6dTUVBw6dIjn1CWdToeCggJWrFjB87iEwbhmMWbNmgUTExN0dHSwiHjm5+eL5HoMRWBHR0dcv36d5wixmZkZvL29UVhYyAywvXnzRqTS/ILAkIDz9fVFfX29yAKnUlJScHV1xcKFC9maicYiOzsbhoaGoNFoPMcACAQC5s+fDzc3N/T29nIVBxiJ9+/fg06n44svvoCZmRnPqddHjx5h5cqVzNXa119/jbS0NFRXVwtUJv3q1StcvHgR9vb2uHr1qtjMpBiMywpCSkoKNBoNQUFBePz4MRwdHREdHQ06nY79+/ejs7MTxsbGIrk2QxGYFwEROTk5rF27FqtXr8bt27fx73//G6tXr8bs2bOxYsUKtLW1CSRCKkpqampw69Yt0Gg0SElJCf38jLvkvHnzQKfTeW4mYmw19PT0eKopUFdXR3BwMKhUKq5duyYULYQbN26gvr4eXl5ekJOT4+m1mzZtYtnKycnJQUpKCidOnBC4h6K4uBivXr0ChUIR+1ZW7BMEQxxl7ty5SExMxIkTJ9DS0oK///3vCAoKwvfff4/6+nr4+/uLRPefURWpqakJOzu7MZ9vbGyM8PBw6Onp4bfffsP58+dZahu6u7uRkpICMzMzmJqaCn28wiApKQlSUlJC3WrIycnB398fgYGBeP78OSIjI1FVVcVXsPHu3buorKyEq6srVFVVR30ukUiEnZ0ddu3aBSUlJcTGxiIpKYmlyEgQGK5qnp6ePL2OU/GcsLbKAwMDSE5OxvTp09n8UUSN2CYIMpkMHx8fbNq0CS9fvhxV5Sk+Ph7Pnj3D+vXrOXpCCMqTJ0/GFBBhVG8GBATg/v37iIqKGtHv4Nq1a7h27Rp8fHwmnOkO8H8yevPnz4eBgYHA55s7dy7Cw8Mxa9YsXLhwASdOnOBZlOdTsrKy0N3dDRqNNuJdcvLkydi+fTucnZ1RUVHBV6xhLN6+fTuqEfCnSEhIYNmyZRxXo8IUXb537x5qamrg6uoq1u+YWNKc+vr68PX1hays7KiK0sORl5fHjh07mGkwYVfcSUpKYteuXXj37h2bgMisWbNAo9FAJpORmpqKurq6Mc8nJyeH8PBw3L9/H2fOnBHqWIWFoGrTioqK8PHxgZGREerr65GamipUL05GupFOp7PEdSQlJeHg4AAbGxu8ePECCQkJIq8w3LBhA7S1tREZGTlicd1w+fuysjIoKSkhMDAQAJg+GcJEVlYWERERaG5uFri+ZULUQZBIJLi6umLx4sW4e/cuEhISeJKS09bWxpYtW9Dc3IzffvtN6F2Q06dPxz/+8Q/o6upiYGAAiYmJeP78ORYsWIBbt24hMTGRp1SrsbExAgICcOHCBa4mFXGjoqKCsLAw1NXVgU6nc/26T4OBdDodTU1NIhmjv78/du7cialTp+Lp06c4cuQIlJWVoaKigoKCAhQXF4us8nI4SkpKCA8PR319PVuvhoyMDFN56uHDhwLJ3/OKhYUFVq5ciaNHj+LOnTt8n0fsE4SCggK++OIL6OnpIT8/H01NTfDz84OCggKys7NRWVnJ1w98zpw5CAgIQHFxscCCLZ9iZGSEoqIilrqIixcv4qeffuLbgdnf3x+GhoaIiooSS4MWryxcuBA+Pj6IjY3lanmupqYGKpUKfX19VFdXIyMjQ2j7fU5ER0dj/fr1zL8HBwcRFRWFI0eOiFVJCQCsra2xceNGEAgEvH//HmfPnkVPTw88PT1BIpGQk5PDd9xFEIKDg6GkpITo6Gi+4xxiFYwhEolITU2FmZkZgI/Ls0uXLiElJUVgcZQbN24gKysL7u7uaGtrE2p/PENwZjhKSkp8Tw7AxyAXQzlqInTjfcqlS5cwd+5c0Gg0REdHj7jVIBAIzGairq4uricUQfm0RoVIJOLly5dinxyAj7EbLy8vZq3OqlWrkJmZidzcXKSlpY3bDYBOp2PXrl2g0Whob2/H1atXRdYaLpQgpa2tLXNyYGBkZITDhw8Lpc6+tLQU1dXVoFKpHB2c+YVTNZugX8Senh4kJibC0NAQVlZWAp1LFDDUpuXl5eHi4sLxOVpaWti2bRtcXV1x+fJlkQQDOaGqqspxvz9cWVqcBAQEsBTySUhIQE5ODr/99tu4rg7b2tpAIpGwf/9+nD9/HteuXcPatWtFci2hTBCc8utEIlGoSy86nY4HDx4gICBgzFTYWDBcidTU1Fhy1O/fv0d0dLRgAwVw69Yt1NTUwMPDQyAXZ1Hx+vVr5OTkYPHixVi6dCmWLVsGWVlZSEhIwMHBATt37gSZTMahQ4eQnp4u8pZsCQkJLF++HOHh4aisrGRJI9++fVtkhXNjwSlbIMygLL8oKChg7dq1TBFgMpmMf/3rX5CVlRX6tYQSgyCTyaiursaUKVOYx06cOIHdu3cLPsJhyMrKYtu2bRgYGMCvv/7KV+u2goICfH19MXv2bJSVlaGqqgo0Go0pPy+sO6WUlBTCw8PR1taG48ePi32fOhYEAgHJycmwsbEBgUBAZ2cnkpKS0NPTg6KiIq77BQRFT08PPj4+UFNTQ1lZGQoKCqCgoAB7e3sMDg7CwsKCaYQkLiQlJWFvbw8fHx/QaDTmNnRwcBB+fn64ePGi2MbCCWNjY46fx4IFC7gOXIo9SKmjo8P0lBwYGEBKSgpOnTrF1bl5QV1dHdu3b8fDhw9x8uRJniLac+bMAY1Gw9DQEOLj40Wu2TBz5kxs2rSJLW03ETAyMkJZWRnLsadPn8LBwUEsEXk5OTm4ubnB0tISra2tSE5O5lhGzNBriImJEYnK9adMnz4dNBoNKioqKCwsRHt7OwIDA6GoqIjBwUH8/vvv47aiAT7ejF1dXbF//36Was9Hjx7B3Nyc69/DuKY5TUxMsG7dOpw5c4Zve/PR0NfXR1BQEC5dusSsfBsNhhfFwoUL0dTUhMTERLEtFRmuR9HR0Ty7hYkSRu/DcAYGBrhynhIERsrUxcUFQ0NDyMrKwpUrV0ZcYYmqLfxTPjWnSUpKYgv8OTo6ws7ODvv27RN7TwTw8Qbn7e0NWVlZPHjwABs3bsTs2bPR1taGCxcu4IcffuD68xnXdu+GhgY0NTXBy8tLJPX/LS0tSElJweLFi8es3588eTJ27twJCwsLJCcn4/Tp02LdR2ZmZqK7uxu+vr4TpiVcRkYGqqqqbHebT1cUwoZR10KlUtHU1ITIyMgxVb77+vqQkJCAqVOnsrlZCwtDQ0M2cxpOWYHCwkK8evVK7P9LBQUFrFmzBl988QWeP3+OqKgoHD16FIsWLcKUKVPg4uICMpksks9HZKXWKSkpkJaWFpm35eXLl1FWVgZPT0+O5cMEAgG2trbYtm0b+vr6sG/fPoEcrPilt7cXCQkJ0NPTE5rugSCYmJggPDwcOjo6+Pnnn5l3wqdPnyIpKUkk1ySTyXB3d8eOHTsgLS2Nw4cPIyEhgeuJurW1FRUVFQK3hX+KnJwcVq1ahQ0bNjB/eKPV6zCK6XR0dLB06VKhjWM4ioqKmDx5MoCP3+EFCxYgIiICenp6OHfuHE6cOIH29nbm89++fYt79+6hrKwMzs7OQl8BirSScvHixfDw8MChQ4eE7m0JfPwAv/jiC0yfPh1lZWXQ09PDlStX0NzcjJUrV0JPTw8lJSXIy8sTS8BtNDw9PbFgwQKx7aU/RUFBAd7e3jAxMWGR4ScSiZCXl8e8efPg7OyMgwcP8iwDPxpGRkbw8vKCrKwsCgoKUFZWxtf/grHV6OrqwpEjRwTeapibmzMbstLS0nD16lWuX+vh4cH8XwpTLu/vf/87Nm/eDDKZjMuXLyMnJwdaWlqorq5GZmYmenp6RnytpKQkQkND8eHDB46Cyp8yIUqtCQQCtm3bBhKJhL1794qkRFZKSgoXLlxgsXavqqpCaWkp4uLixJK/5wbGF/zt27cjmseKCisrK7i7u6O/vx+pqakcm86IRCK2bt0KMpmMffv2CdyJyFBSsrCwwM2bN5GSksJy5+OHGTNmICQkBKmpqXwL9CgpKYFCocDQ0BBXr15FWloaz1tOEomE8PBwtLe3s8Vx+MXR0ZGtv6K2thabN2/G3bt3uToHQ1A5Ly9vzEzLhJCcGxoaQlJSEjQ0NFh+wMJEVlaWLQ5haWmJU6dOTZjJAfi4l46Pj8eUKVNgY2Mjlmuqqqpi06ZN8PX1RVNT06gdqYw2eDU1NY7SabzAMOA1MjJCXFwcTp48KfDkAHzsaKyoqICLiwvPWw0CgYBFixYhIiIC2traOHXqFM6fP89XPKqvrw9JSUnQ19cXWvv1ggUL2I5JS0tzPTkAHw2AioqKYG9vD21tbaGMS+Tt3k+fPkVpaSns7e2Fun9koKGhwSZbRyKReBb8EAf3799HeXk5HB0dRZotIBKJsLGxQVhYGNTU1HDs2DHEx8eP6dHx/PlzFBYWwtbWli8tDikpKVAoFGzevBnt7e2IiYkRunVcdnY2urq6Rm0L/xQNDQ2EhITA29sbdXV1iIyMFFjI986dO6iuroa7u7vAkgQyMjIci5x42fYwKCgoQFtbG1auXMmVm/pYiEUPoqCgAJ2dnaBQKEI9r6ysLMzNzdnSh7dv30Zzc7NQryUscnNz0dHRIbJI+KRJk7B161ZmmXRUVBRPn0VRURGePXsGPz8/nr5gRkZGiIiIgLm5Oeh0OmJjY4WyaviU3t5erhWoJCQksGLFCuzatQtycnI4fPgw6HS6wN4oDDIyMtDb2yvQ99rMzAwRERHo7e1FTk4Ocxv+8uVLHD58mOfzDQwMIC4uDhoaGgKvBAExaVL29fWBTqdj48aNsLCwEMpdxcTEBN7e3pCUlERYWBjWrFkDKysrvHnzBmfPnhXCqEUDI20XEhKCJUuWCC21yPgxLFu2DC9fvuQ7MMzYauzYsQMrVqxAXl7eqM+Xl5eHl5cX5s6dixs3boBOpwssHjMWwxWobt26xbG+RFdXFzQaDZqamigpKUFBQYHQxZAZOpbr16/n2SRaRUUFPj4+mD17Nq5du4a0tDR0dXVBV1cXqqqqcHBwwKJFi0bcEo7G06dPUVBQAEdHR9y4cUOgoLPYRGubm5tRV1cHd3d33Lp1i+9aBHl5efj4+MDExAQNDQ1ISUlBV1cX0tPTAXyMP/j5+WHatGkTzsCWwf3795lpuxs3bggcCZ86dSpoNBrU1NRw8eJFXLx4UaCszdOnT3Hx4kUsX74cjY2NIypTW1pawt3dnVlhKKiLOi9kZWVh9uzZoNFoiI+Px8DAALq6ukAikeDk5IQlS5bgyZMnOHDggNAcuDnR1NTEk0k0kUjEkiVL4OjoiHfv3uHkyZMszuKPHj3Co0eP8PbtWwQHB2PevHl8aYsUFxfDyMgI3377LTo7O3Hz5k38/vvvPLfqi9U4R05ODhEREbh16xZfFvUWFhbw8PDAwMDAiNF4AoGA7du3Y2hoSCjOy6JCGBWCZDIZzs7OWLRoER49esQUvBEGEhIS2LFjB4aGhnDgwAGWCWe4B2ltbS3S09PF6kHKYM6cOTh16hRmzJiBwcFBpKamorm5GQoKCsjLy0NZWZlYxGXk5eWZ3+vRlJ50dHRAo9EwadIkVFRUIDc3d1Rlr9WrV0NPTw979uzhS4Pjb3/7G3bu3Mn8u6ysDF5eXgAmSJqTE4w7PC+KOEpKSqBSqZg9ezZXX8hp06Zh69atPJv9ihtG2i4tLQ3l5eU8vdbAwABUKhVycnLIzc1FeXm50CfDyZMn429/+xumT5/O1Pyoq6uDg4PDhPAgDQsLw/fff89yLD4+Ht98843Q7fzGgqH0xEl6n0wmw8nJCYsXL8azZ8+QmJjIlWSeoqIidu/ejStXrnDVUjAcSUlJtLS0QEFBgeW4k5MTampqxCsYwwtXrlyBhYUFKBQKoqOjR20lJhAIsLa2hqurK3p6erj2Pbh//z7q6+vh4uKChoaGcffKHAlG2s7Z2Rk3b97k6kstIyMDDw8PWFpaorm5GbGxsSLt8XB3d4e0tDSAj3Z+1dXV2L9//4TwIOVUmdrf3y/2yQH4WLNgZmaGDRs24OnTp2hvb0dycjJ0dHTg4+MDOTk5ZGVloby8nOtVTWdnJ/Ly8uDm5oaamhqetkpEIpGjoxqvLeHj4ouRnJwMRUXFUd2C1NTUEBwcDB8fH9TV1SEqKoon34OsrCxIS0sLJZIrSnhJ25mYmCAiIgJGRkZISEjAsWPHRDo5eHh4MCcHBlpaWkhLSxv3yUFBQYHjiomfoJ6waG1tRVBQEH788UfExMSguroaISEhePHiBaKiolBaWsrzlqeiogIvXryAj48P11kvVVVVBAQEsNUB3b17l+eV6rg4a718+ZLpFlRfX49nz54xHyMSiUyps87OThw5coSnYhEGHR0dzKKRmpqacZEs4wZG2m7z5s2wtrbm2BY+vEy6sbERdDpdJJbwn8Ip0Dked+dPYVSG3r59G7q6ukx5+vv37wtVap5XgoODWTw0tbS00NXVhRMnTvB9zsHBQaSkpCAkJARWVlajyiEOD4C+ffsWmzZtgru7O+zs7HDr1i3s2bOH5+D1uFnvFRcXw9LSEjExMRgcHER9fT3i4uLg6uoKHR0dlJeXIzc3VyA1o5KSElhYWMDLywvHjh0T4uiFy/C03cOHD0EgEJi28MPLpM+ePYuGhgaRj4dAIGDhwoXQ19dHW1sbs6hrcHBwXD9HVVVVUKlUzJw5E1euXEFGRgb++7//G6ampsyWfkdHR5w/f35cxsepelEYNRf37t1DbW0tXFxc0NjYyDH+NnnyZFCpVEyePBnl5eXIy8tDb28vGhsb8fPPP/N97XGbIAYGBmBtbc3cZjg7O2PNmjU4ceIEx4ah8PBwbN68GRISEjh+/Dh++umnMa/R39+PtLQ0BAYGMtOiE5WsrCwEBATgypUrIJPJaGxsREpKCtTV1VFTU4OMjIxRm3WEhaKiInx9fTFr1ixUVlbil19+AYVCgba2NhQVFaGsrAwCgSDW7NDwO2N3dzeOHTvGUvzF2FYMDg5i1apVqKurE9iGjxcYknnd3d0sxxnZNmGQmZmJOXPmwMXFhaXr9lPPkF9//ZV5cxEGYs9iMNDS0uJY7rpw4UK2yDiVSsXRo0dZju3cuRO//fYbV9dav349Jk+ejD179ohcX5EfdHR04OLigl9++YXl+J07d7B27VqxVYWamZnBx8eH2Tfy6XWnTp2KLVu2iFUCbtKkSaDRaNDR0eEqNRgYGAgtLS1ERkaKJU4yY8YMUCgUqKqqoqSkBMbGxli5ciWGhoZw7949fPXVV0Iz+bG3t8e//vUv6Orq4sGDBzh8+DDU1dWhpKSEgoIClJSUCF1RalyClMDHZSynN8Ppn+rk5MR2jBedifT0dMjJyWH58uW8DVIM7Ny5E1evXmWbHICP8nrimBxkZGSwevVqpjnxSOXZDx48QHl5OZycnKCuri7SMUlISMDR0RE7d+4EiUTCwYMHkZ6ePuaPnk6nQ1ZWVmQ6JAxkZGRApVIREhKCd+/eYe/evcjNzUVUVBQWLVqEpUuXoqqqCr6+vkLpiQAAX19fGBgYQEZGBrNnz8Yvv/wCAoGAmJgYFBUViaTmQ2xbjL/85S8ICAhAT08PTp8+DRKJhDt37mDWrFnM55SXl3OUOOdUMsxLleTr169RXFyMZcuW4cqVKxMi0AYAmpqa+O6770b8AvFqQc8PBgYG8PX1BZlMxrlz58a8Zm5uLubMmQNfX1+RScBNmzYNNBoNqqqqKCwsRFFREdfBtfb2duTm5sLNzQ1Xr14VqrYFg7lz5zLNc5KSklBdXc32OQwvWbezs0NhYaHA1/30RikhIYHnz5+LVF9ELCuITZs24ZtvvsGUKVMwa9Ys/POf/8T06dPh5+eH3bt348KFC0hOTsalS5c4StTFxcWx1Pc/ePAAv/76K09jKC4uRldXF8+uzaJET0+PJeo9nAcPHuC//uu/RHZtEokELy8vbNy4kammxM2ENFwCTtgKWWQyGV5eXggJCUFPTw/27t2LgoICniPv5eXlePz4MWg0mkB3bykpKezcuROnT59GREQEdHR0sGHDBqxZswb37t3Dnj17RvWZffr0KYqLi7FixQpoamryPQ7gY2zo0xgHwNuNkh/EsoLgZDvf19eHhw8f4sSJEzhx4gSUlJQQEREBFxcXpKSksDzX29sbcXFxaGhoQEdHB/Ly8nguPe3r60NaWhrWr1+POXPmCNzuKygkEgna2tp4//49S63BnTt3EBwcjOvXr4usTFhXVxf+/v5QUlJCSkoKz/Zxra2tqKys5KnAayyGC7JmZGSgoqKC79UJQ4dE0Lv34cOHmaXJHh4eWL9+Pc6fP49Tp05x/f0pLCyEiYkJaDQaX0JBjGJBFxcXVFZWQkNDg/l9ycjIQHFxMW9vikdEvoIgEAgc7wCfRlrfvHmDnJwcWFtbY+rUqczjNjY20NDQQG1tLc6cOYO0tDS+vSGbmppw69YteHh4sFnuiRN9fX2EhYXBwsIC//znP5l1Hi9evMDp06dRX18vksmBSCTCwcEBW7duxfv377F3716+PVP50WXghLKyMtavX88iyCqMsvGnT5+ipKQEK1as4Et7Q1NTk+3GNnXqVNDpdJ5uLv39/UhMTMSUKVN4XnFpamoiJCQEPj4+uHr1KsLCwmBmZoYtW7bAw8MDAQEBPJ2PH0Q6QaipqSEkJATPnz9nKey5c+cOTp8+zfb8yspKPHr0CFQqFerq6tDW1oaLiwt6enqEVgCTlpYGJSUl2NnZCeV8vCAtLQ0ajYbg4GC8efMG0dHR+PXXX2FlZYUpU6bgiy++gK6uLmbMmCH0a2tra2P79u1Yvnw5CgsLcfDgQYH2rn19fVzrMnCCSCTC1taWuXQ/e/YsmyCroBQUFKC9vR1UKpXnSWykGwg/dQ33799nrri4cYWTkJCAvb09QkNDISsri0OHDoFOp+P9+/doa2tDXFwc35J7vCKSNCdjWeTm5oauri7Ex8ejo6MDHh4e6OnpGVWAc+rUqUwV6KGhIdy+fRtBQUFCzWs7Oztj6dKliIyMFImoCSeMjY3h7e0NMpmMzMxMjoEtAoGAkJAQyMrKYu/evULRL5CQkMCyZcuwYsUKtLW1IT4+XmhpNwBM3cno6GiuP8vp06fDx8cHmpqaXKUuBUFPTw+bN29GUlISLl++zNVrZs+eDR8fH1AoFJYgekVFBcftMjeQyWSEh4fj5cuXoxabMVr31dXVUVRUhIsXLwpdxwIQs7v3cJSUlJjpmMrKSmRlZTH/+dwIudBoNMycOZP595w5c7BgwQKhThAXL17EvHnz4OnpyXElI0w+FVRJTk4e0fiVsXcODQ3F8uXLxxRrGQttbW34+flBS0tLZHZ6WVlZMDQ0hK+vL44ePTrq1kBWVhZubm6wsrLCgwcPsG/fPpG7eN29exeXL1+Gm5sbbt68Oarprry8PDw9PWFmZoZbt27By8sLVCoV8+fPB4lEwq1bt0Aikfiqpent7UVSUhI2btwIKysr1NTUsDwuJSUFZ2dnLFy4EI8ePcLevXvHxZznU4S6grCysoKHhwfev3+PhIQErtu5h3PhwgU4OjqyHDt37hy2b9/O87lGw9jYGAEBASItX2boVzC0CrgVVGE4OO3du5cvW3dGZd/y5cvx4sULxMfHi1Q0hWExyMhEfQqBQIClpSVcXV1BJBKRlZXFcQUlKmRkZBAeHo6HDx/izJkzHMc3f/58uLq6YmBgAGlpaWwZHTU1NYSFhaG8vBzZ2dl8j8XX1xcLFy5kbrvj4+OhoaEBHx8fyMjIICcnh++4EC+IdQWhoKAAKpWKOXPmoKamBunp6XwHEq9fv842QYiiQ6+xsRGNjY1MJSB+x8sJFRUV5vKUH0GVixcvwtTUFFQqledag8mTJ8PPzw+amppCUZfihjt37uDSpUtwc3PD7du38f79e+YWUktLCxQKBdOnT0dtbS0yMjLE7pDd09OD1NRUrFu3DsbGxnj8+DHT1V1DQwNUKhUzZsxATU0NMjMzOf6vXr16hcLCQjg4OKCuro7vu/u9e/ewb98+Zjr/66+/RlpaGmpra0Gn01nc5icCPK8glJWV8csvv8DJyQn379/HyZMnoauri4GBASQlJQmcPmTsvRjuQq2trXB0dBRJcRNDkKOurg50Ol3g8zGk1Z2dndHT04OkpCS+BVUYYjIj3ZU/Zbgm5fPnzxEfHy8WE14GUlJSOHz4MOzs7KCkpISysjKcP38exsbGePXqFeh0Ol9ducLkxx9/REBAAFRUVHD79m2cOHECU6ZMYWo3jDU+CQkJhIaG4v3793x7mxw8eBD+/v4sx06fPo2wsDCezyUIIlOUOnbsGIuKb39/P7777jucPXtWKLJjDg4OsLOzYwYyPT09+Zao44ZFixbB29sbBw8eFKjoRFNTEzQaDdOmTUNFRQWys7MFDrxRKBSYmZkhMjJy1L2zjo4O/Pz8oKGhgcLCQly8eFEsUmufjqGuro4l+t/a2oqIiAiUlpaOu7MZiURCQ0MDS8qzq6sLwcHBKCws5DoQyJi4eQl6DicxMZGt5P/YsWP48ssveT6XIIisF8PFxYXlb0lJSbS3twtlclBUVIStrS3Ky8tRWVmJq1evIjMzExYWFhz9N4VBVVUV7t+/DyqVylfVHePOPTwllZqaKpSofHZ2Nvr6+pjFOpyu7eTkhG3btmFgYAD79+9HQUGB2CcHAFi6dClbalBbW5unMmlRYmhoyFYPoaCggJaWFp6yBPfu3UNNTQ1cXV0hLy/P9esYXiWfBjgHBweRmJjI9XnEDc8TBKfadmHVgru4uODDhw8stmFXrlxBS0sLfHx8RixLFgRG5kBdXX3M2ghpaWn8+9//RkNDA/Lz87Fy5Urs2LED9vb2KC0tRUxMDMdeEn5h7J1NTExgbGzMYhCkq6uLnTt3wtbWFgUFBThw4IBYtxSfwml5Ls6W67FQUFBg+3G+efOGr+BtZmYmBgYG4O7uztXztbW1mV4lZ8+exe7du1FbW4uqqips2LCBo0jQRIHnCeKHH35gKRa5desWFi5cyFL9yA+6urqwsLBAXl4eWzEKQ6JOVPJxz58/Z9bMj9al+MMPPyAkJASTJ0+GhYUFDhw4AEVFRaZGoyjy1devX0d3dzcSExPx7NkzFBUVISQkBNu2bUN/fz/27duHwsLCcVk1MNDT08Py5ctZsjS9vb04efLkuI2JgYqKCjZs2AAvLy8kJiYyV3b9/f04deoUXxob7969Q2ZmJubNmzfqylZSUhJOTk7YsWMHS0fqiRMn4ODgADc3N6Zdw0SFrzSntrY2li9fjtbWVly/fh1r166Frq4u0tPT+Z4NQ0JCICMjM6LJ7/Lly+Hg4ID9+/eL5E7JMODp7OxEbGwsxwBUQ0MDM3jK4K9//SuOHDki9PEwkJCQwLVr11jUijo7OxEYGIji4uJxnRjIZDJcXV2xaNEi3L17FwkJCVBXV8fUqVMxefJkzJgxA5GRkWKRx/sUIpGIxYsXw8nJCT09PUhJSUFTUxM0NTVhbGwMVVVVzJs3DzExMXzLEQYHB0NJSQnR0dFsN4fp06eDSqVCVVUVFy9enDBbLQZilb0nEolwc3PD0qVLUVtbi+TkZJ6KSUxMTLBu3bpRpfAlJCSwc+dO9PX1iczvQl9fH8HBwUhISGArZAE++goYGRmxHAsICEBGRobQx8LAyMiIo/vWggUL+KozERZ6enqg0WhQUFBAVlYWW8MXo/bg0aNHIi9G+xQdHR1QKBRMnjwZlZWVyM3NZVuVSkpKMn1Jjhw5wtf3SUNDA7t27cLLly/x7t07lJWVoaWlBa6urli4cCHu37+PxMREvmpZRI1Y6yAGBweRnp6Ohw8fgkajQVtbG2fPnuUqNSkhIQFXV1fcvHlz1C88I426bds2LFq0SCS16C0tLaipqYG7uztu3rzJbK8lEolwcnLCvXv3YGBgwIyFtLa2Ijc3V+jjYCAlJYW5c+eir6+PJf7S3d09bvEGMpkMFxcXLF68GHfv3h1RWbunp4dpS2dubs6XES0/Y3N0dMSSJUvw/PlzjtKFDPr7+5GcnIzNmzePKQY7Em1tbTA0NGRRZ8/Ly8PNmzf56pKdiAi9F0NTUxMBAQGQl5dHXFzcmHURtra2cHZ2RnR0NFdLPUbtf2RkpEg8IGVlZfGPf/wDpqamkJSURHFxMZ49e4apU6ciKysLra2tcHZ2Rl9fH+bMmYPc3FyWoKqwMDQ0ZFbXkclkbNq0CRISEhgcHERsbKxItSJGYviqITs7m6uKv1WrVsHAwABRUVEc9QyEBaN/Ql5enidXLV9fXxgbG/O1FTIwMGCrUXn79i3Mzc0njCjRSIyrs5aUlBT8/PxgYmKCwsJC5OXlcfwiycnJ4csvv0RtbS3X4p5SUlLYvXu3yJauMjIyuHbtGtTU1JjHrl+/jsDAQLZIvZOTE+zs7ITq/ygnJwdPT0+Ym5vj1q1bSE5ORkdHB3R1dWFmZgZFRUUYGxsjOjpapEpCwyGRSHB1dWWuGhISErj245CVlUVERARaW1tFYqosLy8PDw8PmJub4/bt26DT6Tx5hTDG19LSgnPnzvF0bVtbW44FdtOmTRuXuAsvjKuz1ocPH3D27FnY2trCxcUFU6ZMwblz59hqJRwcHDA0NIT8/Hyezp2SkoKAgACRKFUvW7aMZXIAgFmzZnFM4xUUFMDQ0BArV67E/v37Bc5iWFhYMFNn58+fZ1mWM0xdJSUloaOjAyqVOmIwVZjMmDEDvr6+UFBQQGpqKs99Au/evQOdTse6detgamoqtLJ5AoEAKysruLm5YWBggO3z4mV8aWlpWL16Nerq6liMdIdDJpPh5+cHfX19FBYWorGxEYaGhnj37h2LW1VRUdGEnxx4QaR6ECUlJTh27Bi0tbURGhoKXV1dAB8LoqZNmwZra2sUFBTwXGTV2NiIpqYmeHl5cZSoEwRO/fojVTEODAzgwoULUFdXZ+sf4QUVFRUEBQVh5cqVuH37NiIjI0f8sjP2znp6erCysuL7mmPBkKQLCQlBZ2cnYmJi+FZ5amhowLVr1+Dt7Q05OTmBx6ahoYHg4GDQaDQ0NTWN+nlxQ319PW7dugUfHx+WWpPhxMfHY9++fQgLC0NqaipOnToFVVVVbNmyBUVFRXjx4gUSExMREhLC9zgmImKRvVdUVMS6deswdepUGBkZYfHixRgYGEBtbS3TrZtXGBJ1tbW1bBJ1/KCtrQ0PDw/o6+vD3t4e+vr6zMfGSmUyVkqHDx/mqVybQCCwpOKSk5O5Li5i7J337Nkj9L29gYEBfHx8eIo1jAXD2f3OnTs8L+UZMLQtli9fjo6ODiQnJ7PZy/GLiooKwsPDcfnyZbbaBGtra2RlZbEc6+7uxsyZM8fdgpBfJpy7N8Pw5lPR2MDAQL5/4IsXL4aXl5dAfRTy8vJwdHTE/Pnz8fLlS6Snp+P+/fvw9fWFvr4+8vPzx8yYMIReFBQUEBMTw9WXRktLCzQaDbq6uqiqquK5d0OQvfNIKCgowN3dHebm5mhpaUFSUpJQg21mZmZYvXo1zpw5g8bGRp5ey6grUFNTQ3FxMU/9E9xiY2MDV1dXNvMZFxcX/P777yzP7e3thY6OzoSqbeCFCefuPTAwwLFKcfHixXxPEJWVlTA3NweVSsXevXt5+mdJSEhgyZIlWLFiBTNNW1VVxYx8c2vKA3ws146Li8OuXbvg5uY2amcoQ6th2bJlePXqFQ4dOsRR1n8suN07c8NwYdT+/n5cuHABdXV1fJ9vJOrr6zF37lz4+Pjg3r17XG0tZWRk4OLiAmtra9y/f1+kQirl5eVYvHgxjhw5AhKJhCtXruD333+HiYkJuru7WXovbt++DW1tbaG6WE1ExOqs9fPPP2PTpk0sx7799lscPHiQ73NOmjQJO3fuRH5+PtfpRiMjI7i5uUFFRQVVVVV8xUE4YW1tDQqFguPHj3Ns82bIiampqTHlxAS9AwnqJDV58mT4+Phg6tSpuHTpErKzs0Vq8aegoIDw8HDcunULFy5cGPW5pqam8PLyAolEQnZ2Ni5duiTyoGxOTg7mz5/P/PvZs2fYv38/rly5go0bN2LmzJkoKytDW1sbNDU1ER8fz7UQ0ERiwm0xgI81EklJScxqxDt37iAjIwNHjx4VSCfRxcUFS5YsQUxMzKipv0mTJsHT0xP6+vq4desWMjIyhF7lFhgYiEmTJiEjIwPS0tKorq4GiUSCi4sLU04sMTFRaHfB0fbOo0Emk+Hk5ITFixfj+fPnSE5O5mslww/z5s2Dv7//iPLxysrK8Pb2xpw5c9DQ0IDU1NRR290FRV1dHf/+979hZ2fHcZVrbW3N5jQmKSkJKpUKCwsL5Ofno6Cg4A9VFDUhJwgGlpaWePfuHe7fv48NGzZAS0sLv/32G9/iKiQSCWFhYejo6EBsbCzb4wQCAa6urli6dClevnyJjIwMkXUaqqioICcnh6mref/+fWb3X05OjkB+DyMx0t55JIyNjeHl5QUZGRnk5+dzXVQkTL744gvo6OjgzJkzIBAIePDgAUvQ9v3798z+CVGTlJSEZcuWcXxscHAQc+fOHbHOxc7ODs7OzmhoaEB8fPyE9H7lxISeIIZDIpGwevVqzJ49G0lJSbhy5Qpf52HoIsbHx7Ocg0wmY/Xq1Zg1axZycnJE/mPw9fVly3hUV1dj1apVIlPQJhKJ2LZtGyQkJLBv374R35+Kigq8vLwwZ84cNDU1ITU1ddwkzpSUlJCamgpjY2MQiURcuXIFubm5zG1fTk4OXxLzvKKgoDBqgJsbPVQjIyP4+/ujra0Np0+fFulqR1hMuCDlSPT19eHs2bPw9vaGn58flJSU+HJCunPnDmpra5nLvo6ODpSWlmLlypVQVVXFyZMnxWKEa2xszHaMTCaLVF5/cHAQSUlJ2L59O2xsbNjclhhiJfb29nj37h1Onz4tljvzaCxbtgympqbMvy0tLTEwMIDg4GCR+GmOhJSUFFuxE/BxYigsLERycvKY52hqasKhQ4fwxRdfYMeOHTh9+vSfJng57hME8PELnpycjDdv3sDJyQmKiopISUnheSl++/ZtREdHM63J2tvbcfr0aRw8eFAsEuLq6upQUFBgOy4Ok5MnT56grKwMPj4+WLx4MTo7OxEfHw8ZGRlQKBRoaGigoqICeXl5EyJ3z6nIi0QiiW1yGK4fWlFRAQcHB+ZjN2/eRHNzM5KTk7lebT59+hT79+9HQEAAQkJC/rDBy0+ZEBMEg8LCQrx58wY0Gg1EIhFJSUk8vX7z5s0sPpcqKiro6ekR+eQwvIDn2bNnOHbsGFavXg1paWk8fPiQp5SpIDx8+BD+/v7Mz+Crr75CWloampqaRKajwQ/y8vIs/ycG/G4veWW4fmhlZSX+9a9/QV9fHzY2NmhqasKkSZNgYWGBr7/+GlFRUVwrnnd3dyM2NhZUKhVr1qyBlpYW8vPz/1DBy0+ZUBME8PFLMjQ0hJUrV6K3t5enyLyOjg7bsU/7KoTN8AKekpISFBQUoL+/H99//z2kpKSwZs0aODk54ebNmyIPBAYHB7P88BQUFEAmk3Hw4MEJ8SUd3j/x5s0bZGZmwtnZmWljLyx7xZEYPpG3t7fj0KFDTInApqYmlm1Xe3s77O3t8de//hUxMTFcbxH7+/sRFxeH58+fw9nZGZqamoiLi/vDBC8/ZcJNEABQW1sLMpkMHx8ffPjwgSuHqVmzZnGc6dPS0kQxRMjIyMDV1RULFizgWMDT09PD1ETYsWMHli5dipKSEpGMhQEni/n3799PiMlhJP+JSZMmQU5ODsuWLYO9vT2uXbsmkuDklClTQKPRoKGhwVUlZn5+Pjo6OkCj0bB7924cOXKEpzRwcXEx2tra4O/vjy1btuD06dMikScQNeOexRgNW1tbuLm5ITMzc8QfF5lMhru7O6ytrXH79m1MmjQJvr6+IBKJuHPnDnbu3Cn0pfVwn82srCxcvnx51B+hh4cHFixYgD179ojkS0IgELBw4UJs374dbm5uLI95e3ujtLRU6NfkFm77J1RUVBAWFiY0jxIGZDIZzs7OWLRoER4/foykpCSevg8GBgbYsGEDCAQCzp07x3M3qra2NtavXw8JCQnk5OTAwcEBioqKiI+PF4uIzkj8YdKcY+Ho6Ah7e3vQ6XRUVVVBUlKSOfPr6+vD19cXsrKyyMjIYPEpEIVE3XCfzaamJtDpdK5SWlJSUoiIiMCjR484Wr8JgoaGBmg0GqZPn47KykooKChg/fr1kJaWxtOnT/Hdd9+JJXvDCV77JxYuXAgfHx/ExsYKpQlr1qxZoFAokJOTQ25uLioqKvja5mlpaWH79u0gkUjIzMzkecKVl5fHli1bEBYWxsyW9Pf3Y/Xq1SgoKOB5PMLgTzNBAIC7uzt8fX0xd+5czJgxA3V1dUhISMC0adPQ0tKChIQEjnvEqVOnYsuWLcjIyEB5eblAYzA3N4enpyeGhoZ48tlkYGpqirVr1+LkyZMC9U0wIBKJsLW1hYODA9rb25GUlIR79+6xPGfTpk1QVVVFVFSUWPfA0tLScHV1ZfZPJCUlcRUoJhAI2LRpE1RUVBAdHc13tkVZWRkeHh4wMTFhZiN4EZHhhLy8PMLDwyErK4vKykquBY4YhIWF4fvvv2c5VlRUBCqVKtC4+OVPNUGQyWTcunULSkpKzGOvX7/G+vXrx2xF9vLygqWlJd8SdUpKSqBQKDA0NMTVq1eRlpbGt7dkUFAQNDQ0EBkZKdAPdvLkyfD19YWWlhZKS0uRn5/P8c7MMJytqKhga1cWFvr6+qBSqejq6sKFCxegq6sLT09PkMlkvvonVFVVERYWhpqaGp5/hBISErCxscGKFSvQ09ODjIwMoaYaJSUlER4eDjU1Ndy4cQOnTp3i+rVff/01vv76a5Zj1dXVcHZ2Ftr4eOFPNUFYWlpyDFSampqO2cPBWN4/efKEp38ow/HZzc0NHz58AJ1OF9h3lPGDLSsrQ05ODs+vl5SUhIODA2xsbPD8+XMkJiaO+f4ZpcD79+8XusO3tbU1kpOTWepO0tLSmD9ufisKGW38hw8fZlsVjYSBgQG8vLygqqqKsrIyFBQUiKzeY8uWLZg+fTra29tBIpGgp6eH/Px8tpbw4cybNw85OTks7mPp6en48ssvxVKj8yl/mEpKblBUVMTAwACLNV5HRwdXmowfPnxAamoqTxJ1qqqqoNFo0NfXx+XLl5GZmSkU9+9Xr16hqKgIK1asQF1dHU+NYtOnTweNRoOKigry8vJQUlLC1X66tLSU2RL/66+/CjXVumvXLra6k+7uboG1JysrK2FqagoajYaYmJhRV1tKSkrw8PCAqakpWlpacObMGZHLzB86dAhr167F3//+d6ioqAAAfHx8oKenh3/+859szycSiXB3d0daWhrk5eUhKSmJtLQ0KCkpYfv27YiPjxeJg70wEKnknKBoampi8+bNcHZ2RmpqKvPL3dfXh2+//ZbrdFhjYyMaGxvh5eXFsUCHAYFAwNKlSxEWFgYVFRUcPXoUSUlJQpkcGBQVFeH169fw8fHh6vlSUlLw9vbGli1b8PbtW8TExKCoqIjrHzrD+3Hy5MlYsmSJACNnZ6S0qqAMDQ0hISEBSkpKIy7BJSQkYGdnh927d2PatGk4d+4cYmNjxeZB8ezZM+bkwCA4OJjjc7ds2QI5OTmcPn0a/v7+oNFoOHnyJH799Vc0NTVh7dq1cHFxAZE48X6OE3IFQSKRsGLFCtja2uL169dMQ52///3vMDU1xZUrV3hOXaakpCAiIgIuLi4c02iamprw9fWFrq4uKioqkJubK5Il6sDAAFJSUrBp0yZYWFigtrZ2xOfOnj0bFAoFMjIyAvksPHr0CJWVlXB0dERDQ4PAfSEkEgkODg5s4qz9/f08V7+OxKtXr5CTkwM3Nzc8fvyY6TDW29uLmTNnwsvLC2pqaqioqEB+fr5YGruGQyBwtUKHl5cXpk6disbGRrYemb6+Ppw/fx6PHj2Cq6srdHR0OIo7jycTLgYxZ84ceHl5QV5eHhcvXkRJSYnQpMUYabSEhAQMDg6ivr4eQ0NDWLZsGVasWIHXr18jISFBLLoIq1atwsyZM7Fnzx42gRZZWVl4enpi3rx5uH37NpKTkwX+UZPJZEREROD58+c4ceIE3+cxMDAAhUKBgoICCgoKoK+vj1WrVoFIJOLJkyf4xz/+wXfb/qcwag/s7e0hISGBly9f4tSpU1BQUMDdu3eRkpIyLvt34GM8qKysDLNmzWIei4qKwj/+8Q/o6+vDxMQEb9++hb29PV6/fo1ffvll1PPp6elhzZo16O3txdmzZ4UeL/qUP1yQUkVFBZ6enjAyMsKtW7eQkpIicGrqUwgEApKSkmBjYwMikYinT58yVxOi0jkcCQUFBezevRvNzc148uQJbty4gWfPnmHu3Lnw8vICkUhEenr6qCsMXjE0NMSGDRtw7tw51NfX8/RaOTk5eHh4YN68ebhz5w6Sk5PZ9CqDgoKgpaXFU//CaOjp6eHy5cssS+8XL15g1apV41pkxEBNTQ1btmzBzJkzkZ+fj99++w3h4eH49ttvQSQSMTg4iIsXLyIgIICrz0NJSQkBAQHQ0tJCYmKiSN/jH2aCGN6K3NPTg7S0NKF7XTCYN28eW2HKvXv34OnpKfIZmxN/+ctf8NVXX0FSUhJ9fX1IS0vDy5cvce3aNaSmporEiWr16tXQ19dHZGQk10tZRv/E0NAQMjIyRpy0lJSUEB4ejoaGBiQkJAg8Vm9vb46rHTU1tQlRPv4pGhoaaGhoYLFJ7OzsxOzZs7neAklKSoJCocDS0hJlZWXIzMzElClToKKiwlzxCoM/RBZj6tSpoFKpYmtFnjt3LtsxVVXVcZkcSCQSgoODmWkvhg8FhUIRuKhrNNLS0rB79264ubmN+SNWV1cHhUKBvr4+amtrkZGRMWoNyJs3b5CRkQEajYbr168LRbVrcHCQZQVRXV09IScH4KOj1vDJAfiYgVNXV+daUrG/vx/x8fF4+PAhPD09sWvXLlhaWgL4KGfg6+srVq2JcQmbSktLMyPzfX19OHDgADIyMkQ6OUhISLCkSRlUVVWJ7JqjoaGhAQ0NDZZjw8vIRUV3dzcyMzNhZWXF4v0xHAkJCaxYsQK7du2CsrIyjh49iri4OK4KxKqrq3Hr1i1QqVTIyMjwNUYFBQVs2LABixYtwtGjR5mqV69evRLKykRUXLt2jS2LcuPGDb70VquqqnDnzh3m5AB8LB3/7rvvBB4nL4h9gjA1NUVERAQsLCyQnp6OX3/9VeR38KlTpyI0NBT6+vo4deoUc+ne1tY2prKyKCAQCNDV1WULPL5580YsIiM1NTW4e/cuKBQKS+EO8PEuGBoaCnt7e5SVlSE6OnpU13VOJCYmQkpKCh4eHjyPzdzcHOHh4Zg8eTJOnjyJv/71r5gzZw5MTU2xceNGzJgxY8SJbbzp7e1FQEAAc4t8+fJlBAYG8n2+SZMmsR3jtAoWJSKLQRCJRJBIJObea7hScWNjI1JSUkSu3cewqv9UTVpWVhbKysqYP38+LCwsEBUVJTZtRnV1dVCpVOjp6eHZs2fw8/PDnDlz0N7ejoyMDERERIglUKquro6DBw/CyMgIRCKR2V24YMECPHjwAElJSXj27Bnf57eysoKvry9OnDjB1VZDTk4OFAoFJiYmqKurQ2pqKlt2h9GroaGhgejo6AmVDvwUAoEg8FbI1dWVTWyotLQUfn5+Aq+2xzVIGRgYiP/6r/9iVv0lJCTA3NwcPT09YlMqnjVrFqhUKmRlZUdUk5aSkkJ4eLjAqT9uYDRX2dvb482bNyxtz0pKSpCRkcGOHTtQXl4usr6J4XCyk6uoqMD//M//8F1v8SkbNmzA5MmTERUVNarXhomJCbNwjE6njxqkVlBQQFhYGB48eMBT6fwfDQUFBQQHB8PBwQHm5uaQlpbGlStXUFtbixcvXuDs2bPMm93g4CDPWaNxmyDmzp2LoqIilmONjY34xz/+geLiYpEXtAxPx3FTQzB79mwEBgYiLi5OqCnF4ejq6oJGo0FTUxOlpaUoKCjgWD7M8PiMjY3lugeBX3788UeEhoayHKurq4O9vb3QrqGoqIjw8HDcuHEDcXFxbI/LyMjA29sb5ubmaGhoQHJyMldxDka69lMF8z8LioqKCA4OBolEQmxsLD58+AAZGRm0tbVBXV0da9euhYaGBvT09GBvb4/+/n6cPHkS3333HdcTO7cThNBjEHZ2dmzHlJSUkJubK/LJgbF/nT17NuLi4nD8+PExC4xu3brFNBEebq0mDEgkEtzd3bFt2zYMDg7iwIEDyM7OHrG3oLS0FPfv34efn9+ILtPCgEAgcDw/v/6mI9HZ2Yn09HRYWFjAyMgI2trazIyEoaEhwsPDMWvWLJw7dw5nz57lukv25s2bqKurg5ubm1DcwicSysrKCAkJgaSkJI4cOYJXr16hu7sbbW1tAICXL1/iwIED0NDQgIuLC0gkEmRkZLB161b4+/sLfTxCnyA4VdEJQ/9gNJSUlLBhwwasWrUKd+/eRWRkJE+rgfT0dAwODsLLy0toY5o5cybCwsKwcOFCZGdn48CBA2MGY4eGhhAfHw85OTk2k2Nhoa2tjW3btoFEIrFUjL5//x6HDx8W+vWuXLmCDx8+ICMjA42Njaivr8d///d/Y8OGDXjy5AmioqJ4LtoCwNQqdXd3F/aQxw0VFRWEhIQAAI4cOTJioWB/fz+UlZXZjtvY2Ah9TEKvg8jNzQWdTmfuKd+9e4ejR48K+zIA/s901tXVFe/fv+fb7+Hdu3dITU3FmjVrUF9fz7Pz9HBkZWXh7u4OS0tLtLS04Pjx4zw5ZL9+/Rrp6emg0WhoamoSuMWcAaN/YunSpWhra8O+ffvwzTffwNnZGSoqKpg5cyYMDQ1x6dIloVyPgYSEBNPvBPgoLLxlyxb4+vqisrKS7/O+ffsWWVlZ8PX1RW1tLc+ZlomGmpoagoOD0d/fj9jY2DG1Szi1A4jiRiz0CWJoaAhBQUGIioqClpYWDA0NYWpqKvQy5uFSa1VVVcjKyhJoC3Pt2jWYmZnB29sbd+/e5cvAdu7cufD09ISkpCQSEhJQU1PD11iqq6thZGQEKpWK6OhovgVqGBgYGMDHxweKiorIy8tDaWkp0zSYcSc2NjbmqSWeW2bMmMGWrpORkWFr9OKHmpoaWFhYwMfHB9HR0WIrkxc26urqCA4OxocPHxAbGzvmZ6Orq4u+vj48e/aM+dlWVlbi+PHjQh+byOogrl+/jvz8fMTFxUFFRQUrVqwQynmHF/HIycnh8OHDoNPpQolv0Ol0kEgkNuHXsVBSUsIXX3yBNWvW4N69e4iMjOR7cmCQmJgIIpEICoXC9znk5OTg7++PjRs3or29HdHR0SgqKuLoKN7Y2IiGhgamZ6ewUFRUZJtsu7q6mHLzgpKcnAxlZWWhfb/Ejby8PIKCgvD+/XscOXJkzMlBX1+f6T5maWkJFxcX2Nvbw93dXeAbCSdEXij14sULXLx4EXZ2dhwLP3hBR0cHO3bsgL29PUpLSxETEyPUaH9XVxcyMzMxf/58pvnuaDDUpBmFPadPn8bvv/8ulLtjd3c3kpOTYWJiAgsLC55fb2lpiYiICMyaNQtxcXE4evTomFud1NRUZu2IoCgoKGDdunVYuXIlzp8/z6xZePfuHb766iuh9Zm0tbWhqKgIdnZ2HPUpJjIkEgnr16+HpKQkjh8/PuZnYmxsjMDAQLS2tuLo0aPo6enB5cuXUVdXJ7IxiqVZS1CFaYbUmq2tLZ49e4aEhASRVl8GBwePKZwq7C3OSKxcuRJGRkaIioriSlOT1/6JT7G2tgaFQuFJ7u1TGFJ9/f39SE1NxfXr16GgoABjY2PcuHFD6NL/EhIS2LVrF969e4fDhw9P2F6N4RAIBKxduxYGBgY4fPjwmN9nKysrUKlUXL9+HXFxcRxXgbww4bo5GQrTmZmZKCsr4/p1w6XW8vPzuZZaEwSGcOrly5fZnL0+dWfipCYtTBjFXC9fvsSxY8dG/PIzFJaWL1+Ozs5OJCcn8xW4IxAICAkJgaysLGJiYnj6IqqpqYFKpUJfXx81NTXIyMjgK5bDDzNmzEBISAiSk5OFHmgVBe7u7liyZAlOnz49ZnCR4Q9TVVXFl2ctJybcBAEAnp6emD9/PqKiosasT2AsdRcvXoz79+8jISGBmQsWB0uXLgWFQkFbWxt6e3uRnJyM/v5+ntyZhAVj38nwBvmUqVOngkajQV1dfdRCLG7R1NREaGgoioqKkJ+fP+bziUQili5dCkdHR4EmJ0Gh0WgwNTXFnj17hLLNExUMUd6R/p/DcXFxwbJly1BQUMCVwxy3TMgJgkwmIzw8HG1tbaNGXA0MDEClUiEnJzdimbSo0dDQwOXLl5npOYZPaF1dHc/uTMLAx8eHqWcxNDSEiooKSEpKwsXFBYsWLcKDBw+QnJwstHE5OjrCzs4Oe/fuHVXncfLkyaDRaNDW1kZ5eTlyc3PHzYdSRkYGu3fvxt27d0dVmB5P5syZg4CAAKbWw0jIyMjA19cXxsbGSEtLE7oEwIScIICPPRJBQUG4cOECW3BFRkYG7u7usLKywp07d5CUlCR0VSlu2bVrF3744QeWY5WVlfD09BT5FocTioqKKCoqwvTp0wEAjx8/RkZGBj58+ICcnJwx/UF4RVJSEqGhoSPu64dL8L948QKJiYli1SkYCXNzc6xatYrrJjFxoqOjg5CQENy+fRu//fbbiP8vXV1drF27FtLS0oiPjxdJ79KEFYy5ffs26urq4Ofnh4ULF6KrqwspKSmYMmUKfHx8QCaTkZiYiOrqanEPjQUtLS22Y4ODg+MyOQAfVxCMyQH4+GWbO3cuVq9eLRK/z/7+fiQnJyMkJATW1tZobW3FixcvMDg4iBkzZoBKpbLEhQQNmgmLq1evMmsjBDUoEibKysrYsGEDnj17hgsXLow4OSxduhSurq54/Pgxjhw5IrAWqaCMi6LUzZs3ERUVxZSg/+GHH5CZmYna2lokJyeLvA18LCwtLaGgoMCmZjSeYiWzZ89mOyYpKSlSx+h79+7h1atXOHfuHJSUlPD48WOcP38eCgoKaG1txenTp8UaF+IWOp2O8PBwODo6jrqMFxfS0tIIDAxEb28vTp06xXHSkpGRgZ+fH4yMjFBSUoKcnJwJMemOywQRHBzM4k+hpqaG/v7+cW/fVVFRAYVCwaxZs1BaWors7GwEBwdDVVUV7e3tIu+wHIlJkyZxbEr6tGtW2BCJRKxfv56lTHrbtm1YtWoVysrKJmw68fXr18jPz4eTkxOuXr06LpKCDCQkJLBu3TooKCjg4MGDHFPOU6ZMwZo1ayAlJYVTp04JrbxeGIzLBMGpoGU8v2wEAgGLFi2Cs7Mzenp6cPz4cWbTWUZGBoCPaSlHR0c0Njby1FshCCQSCfb29rCxscH9+/dx8OBBrFu3DrKysrh7967I745Tp06Fjo4OyzFGmfREnRwYMBzFKBSK0Nzd+YFKpWL69Ok4duwY22qLYdTk4uKCR48e4ffffxfpipAfxmWCSE1NhYODA9ux8WB4wVNlZSWys7M5Fjzl5ubCyMgINBoNsbGxIv/CzZw5ExQKBYqKiiz7/B9++AGSkpLw9/eHq6srbt68KVTnr+FMmjQJPT09LKXX7969YwrdTGQGBweRlJSErVu3YvHixSIVAh4Je3t7WFpa4ty5c2yrT1lZWaaaWHFxMXJycsYtvjUa4zJBnD17lukBICkpifv37+Phw4diHcNwhaeOjo4xKwf7+vqQlJSE4OBgzJ8/H5cvXxbJuOTk5ODu7g4LCwu0tLTgxIkTLB6k/f396O/vZ+6zXV1dkZycLNQxqKqqgkKhwMDAAGfOnMHatWshJyeH/v5+oZWSi4OHDx/i0qVLcHJyQkNDg1jvzhYWFnB0dEROTg5bO/vUqVOxZs0akEikCZltGc64+2IwKvfk5OQQExMjlsKj4bn7kpIS5Ofnc31dKpWKuXPnIjIyUujBVAsLC7i7u4NAICAjI2NMtSRGWfSRI0dw9+5dga9PIBCwZMkSODk54e3bt0hOTsbt27eZZdJKSkqws7PDoUOHxOI+JgwY7u6PHz/G6dOnxXJNPT09BAUFoa6uDomJiczjBAIBNjY2cHZ2xsOHD3Hu3Llx21JM2DoITmhoaGDXrl0oLS1FTk6OqC4DSUlJ2Nvbw9bWFi9evEBCQgLPkuTS0tLML5ywgqpqamqgUCiYOXMm6urqkJ6ezlX/BIFAwObNm6GgoDCmC/ZYTJo0CTQaDTo6OqisrEROTg5bHwqBQGCKzezbt29CRNm5wcTEBOvWrcOZM2cE0vrgBk1NTWzduhWPHj3CiRMnmNsGWVlZrFy5EoaGhigqKkJubu64binGTXKOH9ra2lBYWAhbW1tMnjxZJNdgyLnb2NigoKAA+/bt48uv4P3796DT6ZgzZw7MzMwEGhOjryMsLAyqqqo4duwYLly4wHVz1dDQEBITE6GkpMQW0+EWSUlJODk5YefOnSCRSDh48CDS0tI4NqkNDQ0hKSkJGhoaHKUFJyoNDQ1oamqCl5cXpKSkRHYdeXl5BAYG4s2bNzh79ixzApg2bRp27dqFKVOm4Pjx48jOzp6Q8QZOTIgJAvjojfnixQtQqVSh2qCTyWR4eXkhJCQEPT092Lt3LwoLCwX6BzU1NaG+vh6enp58ayJOmTIFO3fuhKOjIyoqKhAVFYXm5maez/Py5UsUFBTAxsaGLeMwFtOnT0doaChsbW1RWFiIffv2jRkLevr0KUpKSrBixQqoq6vzPN7xIiUlBdLS0nB2dhbJ+UkkEr744gtISEjgxIkT+PDhAwgEAuzs7LB582a8fv0aMTExQjM2FhcTZoIYGBhAYmIiJk+ejKVLlwrlnAYGBggPD4eVlRUyMjJw6NChUfsKeCE1NRUEAoFn7UgpKSl4e3tj69at6Ovrw/79+5GVlSXQ9qCkpATPnj0DjUbjanJljGHLli3MSbOgoIDrLUNBQQE6OjpApVJBIHC1Uh133rx5g9zcXCxcuBBTpkwR6rkJBAJWrVoFTU1NnDx5Em/evIGcnBw2bNgAV1dXlJSUIDY2dtwLAPlhQsQghuPm5oZFixYhOjqa73oDGRkZeHh4wNLSEs3NzUhKShJJySqj7p/b4hZjY2N4eXlBWloaubm5Qm1Cmzx5MrZv3468vLxRC6gMDQ3h4+MDGRkZgXo4GB2mgkjriRsCgYDt27dDQkIC+/btE9oy38PDA4sXL8apU6dw69YtTJ8+HatXr4aEhAQuXLjA18pQ1EzYXoyxyMvLg7GxMd/1BiYmJvD29hZYF5Ibrl69CnNzc/j4+ODu3bsjCsYoKirC29ubKZhCp9OFHr1+8uQJSktLYW9vj4aGBpbUKACmUra5uTlu3bqF5ORkgdzEWlpacOXKFbi7u+PmzZsicSIXNowYyo4dO7B06VKUlJQIfM4lS5Zg6dKloNPpuH37NpYtWwYnJye0trbi/Pnzf8hVw3Am3AoC+L+7U1JSEtf1BgoKCvD29oaJiQkaGxtBp9PFkq9XUlJCREQE6urqQKfTWR5jSNI5Ozujt7cXqampQhWE/RRJSUmEhYVBQkICbW1tePDgAQoKCjBv3jymPHxaWhquXr0qlOvJysoiIiICLS0tOHfunFDOKQ7c3d1hbW3NlS7JaBgZGWHdunUoKytDcXEx/P39MXPmTFy8eBEFBQUTOhD5h11BAB/vTtXV1XBzc8PNmzfHnIUtLS3h4eGB/v5+/Pbbb7h+/bqYRvpxb5uVlcVMYTGKmLq7u0GlUjF16lRUVVUhOztbZBWPDPr7+/HixQvs2bOH6WR+8+ZNlJSU8JQ+5ZZ3794hPT0dq1atQm1t7YQu+BlOXl4e0+6PX8tFXV1drFq1Co2Njbh58yZ27doFIpGI48eP/+El+IczIVcQwMc4Qnh4OB4+fIgzZ85wfM7w5qra2lqkp6ePi6GrsrIyampqoKqqCuBj1WVGRgauX7+OpKQkoTtWjUZ5eTnmzJnDciw0NBRnz54V2TUDAwOhpaWFyMhIgU1lxQXDvu/cuXM8G/eoqKhg27ZteP36NZqbm7FixQrcu3cP58+f/8NUmf6h6iA4wTD6NTY2hqmpKctjBAIBixcvRlhYGDQ1NXH8+HHExcWNm9uzv78/c3IAPqa8pk2bhr1794p1cgDAMdUp6qUunU6HrKwsnJycRHodYXLz5k1cu3YNHh4ePMn8y8jIYMOGDejr68PAwABWrFiBwsJCHD169A8zOfDChNxiMGhsbERTUxP+/e9/Q1ZWFi0tLTh69CjmzZs3ZnOVOOFUDzA4OCjWSkMJCQksX74cjx8/hqKiIvP4hw8fUFBQINJrt7e3Iy8vD66urrh69eqEUJbihrS0NOzevRuurq5ISkoa8/mM1m0lJSX09/dDQ0MDx44d+0M0r/HLhJ4ggI/9CYsXLwbwMa3o6uqK/fv3CyTLLkwMDAygrKyMgYEB5r4fEK+4zHDR2p9++gkODg5wcXHB27dvUVNTI5YMQ3l5OczMzECj0YSaQhQlXV1dyMrKAoVCQW1tLUczHxUVFaxevRrKysro6urCpEmTQCAQ8OjRI5w/f/4Pkb0RhAkbg2Dw8OFDtmrFoKAgtoyBuJGWloa7uzvmz5+P5uZmPHv2DJs2bYKGhgba29vxyy+/CCWNNhpkMhnOzs5YtGgRHj16hMTERDx//pz5uJycHCIiItDc3Izz58+LdCzAx1qMHTt2ICcnB8XFxSK/njAgEAjYsmULZGRk2GT+lZWVUVRUhKlTpwL4WMyXlZWFU6dOobCwcMJrYozGHzqLMZzOzk62CUKQ/L0wmD17NqhUKqSkpFj0M4eLyzg4OKChoUFkoruzZs0ChUKBnJwcMjIyOBZdvX37FmlpaVi1ahWuXr0qcpf1J0+eoKysjPnexSWsIwiM2ojQ0FDY2dmhsLCQ+Zi/vz9zcgA+bjE0NDREvmUTFnJyctDS0sK9e/f4nswmbJCSQWRkJMvfd+7cGbe7E0M3MDAwEM+ePUNUVBRHcd28vDy8ffuW6XAuTBhdgUFBQWhra0NUVBTKy8tH/AIwJgYKhSLSRiUGeXl56OrqEsl7FxXPnz9HSUkJli9fDg0NDaYcIkNqbzji+AyFwRdffIGmpibU1NSgpqYGxsbGfJ1nwm8xgI9GI05OTpCUlASZTOaqqUjYGBkZwcfHByQSCenp6WNqNYwm788vZmZm8PT0BJFIRHp6Ompra7l63WjFXKLAwMAAGzduRFxcHNdjHG8Y/ph2dnaQk5NDeXk5bt26hcDAQJbYUn5+Pv7yl79MaD0MHR0d1NXVQVLy/zYIV69eZTE4/kPpQXALkUjE1q1bxapHICsrCy8vL5ibm+PGjRs8qW6vWrUKBgYG2LNnj0ApWCUlJVAoFBgaGuLatWtITU3lOTi2cOFC+Pj4iC246+/vj1mzZiEyMlIkrtPCRk9PD5cuXWKZDJqamvDzzz9j7dq1UFZWRmpqKgYGBjBlyhRkZ2ejtLR0HEc8Mp6enhy1SjQ1NZnCSH/KCQL4KGyyc+dOFBYWinwvyOjrkJCQQGpqKs8lyvLy8oiIiMDNmzcRFxfH8/UJBAKsra3h6uqK9+/fIyUlhW8TFXErdzECpLdv38aFCxdEei1hsGHDBrbtbHt7O/T19VmOEYlEODk5YdmyZWhqakJ8fLzY/Ee5ZcqUKaitrWWZ7K5fv86i4fGHL5QaiWfPnqG4uBjLly8Xmd27goIC1qxZg3Xr1uHBgweIjIzkq3+hu7sbGRkZsLCwwMyZM3l6rYaGBkJCQuDj44O6ujpERkYK5LDEEJdRUVHhW1yGF96+fYvMzEzMmzcPBgYGIr+eoHBakXHSbhgcHER2djZOnTqF6dOnY+fOndDV1RXHELnm4cOHuHjxIvMm8OTJE4SFhfF1rj/cBAEAhYWFeP36NWg0mlD1CBgmtLt374aenh5+//13nDlzRqBc95UrV9DS0gIKhQISiTTm8yUkJLBixQrs2rULcnJyOHz4MOh0ulCKwdra2pjiMqJS7hrOlStXcOfOHa7f+3ggISEBV1dXWFhYsASc379/j1u3bmHDhg2YNGkS2+tu3LiBvXv3oru7G1u2bIGNjc2E0cZYsGAB7t69i6+++gq2trYwMzPjOw72h9tiMJg2bRq2bt0qNGNTPT09eHt7Q0NDA1VVVcjLyxPa0lFNTQ1hYWGoqKhAVlbWiM/T1dUFjUaDpqYmSkpKUFBQIPStAJFIxM6dOzE0NIT9+/eLvKCJ2/c+Hqirq2PVqlXQ1tZGTk4OSktLYWhoiGnTpiEyMpI5Mbx79w6+vr4cnbglJCTg7OyMpUuX4t69e4iLixtXbwsikYgff/wRAPDjjz+O+P/9024xGNy/fx+VlZVwdnaGiooK3+dRVFTE6tWrsXnzZvT09GDfvn1ITU0V6r7y1atXKCgowNKlSzneuUkkEtzd3bFt2zYMDAzgwIEDyMnJEUmcYHBwEAkJCZg0aRJsbW2Ffv5PefXqFfLz88W2auGW+fPnIzQ0FFJSUvj1119RUlKCoaEh3LhxA3JyciyrBllZWfz1r3/leJ6BgQFkZmbi6NGjzMnQ3NxcTO+CHT8/P5DJZKSlpQll8p/whVKjkZ2djTlz5oBCoeD48eM8vVZCQgJLly7FihUr0NvbK/KUXElJCczMzLBmzRrcuXMHT58+xaVLl1gMcrKzs1FWVibyu/rjx49HFZcRNgyXKyqVil9//XVcy7BlZGRAo9FgYmKCy5cvIy0tjU3uj9NENpbe5927dxEdHQ1vb2+sWrUKc+bMAZ1OF2sAU0VFBebm5nj58qXQzK//sFsMBrNnz0ZgYCBPP3ADAwN4eXlBVVUVlZWVyMvLE0vDl5ubG44dO8Ystrl27RouXbqEO3fuICkpSayVhyQSCbt27UJXVxeOHDki8rJhXV1dhIWFgUgkor+/H5mZmSL3Fv0UPT09+Pv7g0QiISkpaUTxHgMDA5SXl7PUEcTExOBvf/sbV9eZO3cuKBQKent7ER8fLzZ9iLCwMGhpaSE6Opql5J4Tf9o0JycYOfeoqKhRA4rKysrw8PCAiYkJ7t69i5SUlDE/SGGSkpICGxsblmM//PAD9u3bJ7YxDEdPTw+bN29GcnIyLl26JNJrSUlJ4cqVKyx35/DwcLEYNktISMDR0RG2tra4d+8eLly4MGYti5ubG77++muoq6sjJSUFP/74I09aF4qKivDz84OBgQHKysqQnZ0t0tSyqakp1qxZg6amphH1U4bzHzVBMHLud+7c4Sh9JikpCVtbWyxbtgw9PT3IyMjAtWvXxD7OhoYGtuXrd999h19//VXsY2FAoVBgZmaGPXv2iFTPwNvbm0296e7du7CyshLZNYGPQdJVq1Zh8uTJyM3NZcYaxAFDt8TFxQWvX7/GhQsXhO40bmNjA1NTU5iYmOD169f48ccfuZqI/jTNWtwwvCnp2bNnGBwcRE1NDd6+fYvZs2fD09MTKioqKCsrQ0FBgdhVjwgEAhYsWIBXr16xTBADAwPj3viTlZUFY2NjuLu7i7Tjk1NfA6PnQVRYWVnB09MTXV1dOHjwoNh1KoaGhlBeXo47d+7A398f27ZtQ35+PuTk5KChoYGcnBw8ffqU7/P//PPP2LRpE/PvU6dOCX2V8qdYQTC4cOEC7O3tQSQS0dnZidOnT4NMJqO5uRmpqals9uviQENDA1QqFTNmzEB9fT3s7e3h4eGB7u5uVFVVYfPmzeOmhMXA0tISfn5+QvP4/BQzMzP4+voiMDAQsrKyzOPR0dH4+9//LvTrycjIgEKhYO7cuaiurh7RKUycSEhIwM3NDT///DO0tLQAfEyf+vn5obKykufzTZkyBXV1dSw+KN3d3Zg9ezZXgdH/qBUE8DGw5OjoyPybkb6kUqliFbFlQCQSYWdnx3QPZ/z4GFsgeXl57N69G25ubmIVl+FEbW0t5s+fD29vb8TExAgty6CsrAwfHx9mD4mbmxs2b96MadOmoa+vjysvEV6ZMWMG/P39ISUlJXYB49EYGBgAmUxmTg7A/6VPvb29eT6flpYWm0mSvLw8FBQUhJo5+UNPEAoKCjA1NcXNmzdhaGjI9riamppA5cn8MrzgqbS0lKN7eHd3NzIzM0Gj0VBXVzeusmVDQ0NISUnBzp07sWTJEoGbkIa7hL97947FWGjHjh0APtYh0Gg01NbWCuW9E4lEODg4YNmyZWhtbcWFCxfGtWCJE5zSp/zWhtTV1eHBgwcsehVVVVVCc45j8IctlPLy8kJTUxPS09PR2NgIT09Ptu7OyspKsepCDi94GhwcxIEDB0aNXtfU1ODu3bugUCgsKbXx4OnTp6iqqoKDgwMUFBT4Po+2tja2bdsGNzc31NTUICoqiuNKQZjvXU1NDVu2bIGdnR1yc3MRGxs74SYHMpkMgF1AOD8/n6/zDQwM4OTJk7h//z7a2tqQnJyMwMBAgcf5KX/ICYJMJmPPnj1MpSmG12RUVBSePXsGAHjx4gXfngf8MHPmTISFhWHhwoXIzs7GgQMHxoxYM9SMlJWVYW9vL6aRjkxubi76+vqYJju8ICkpCRcXF+zYsQMkEgmHDh1CamrqiPUlQ0NDSE5OFvi9W1paIjQ0FLKysjh48CCKiorElqWYNm0a7OzsWOIqnJg8eTJ27twJdXV1fP/997h27RpevHiBa9eu8d3nIykpCQ0NDZw/fx6zZ8/Gxo0bRZKy/0NuMSZNmgQ1NTWWYyQSCdnZ2fjpp5+goKAAOzs7WFpaIjc3V6T2ZzIyMnB3d4eVlRVaWlpw/PhxngqeXr58icLCQtjb26O+vp45wY0H79+/R2ZmJlauXInLly9zHbDU19cHhUKBsrIyCgoKUFxczNXKra2tDRcvXsSKFSt4fu8yMjLw8fGBmZkZampqkJqaKtZA5N///nds27YNRCIR7e3tWLNmDcdaksWLF8PNzQ3Pnj3D3r178erVK2Za293dHTY2NqBQKEhOTubp+h4eHpCQkGDKHIqKP+QK4uHDh2x+Ex0dHWhqasLg4CDTybm3t5evuyG3mJqaIiIiAsbGxkhMTERsbCxf1ZDFxcV4+fLlhHDLrqurQ2trK7y9vcd0CpeVlYWvry+Cg4PR2dmJ6OhoFBYW8rStKyoq4vm9T58+Hbt27cKsWbPw+++/IyEhQayTg4mJCXbs2MH8fFRUVPDTTz+xPEdGRgYBAQHw8vLCpUuXcPDgQbbvRkZGBl6+fIkFCxaw6U6MBpFIhJWVFbq6ukRq5Qj8QSeIoaEhBAcHM4NbXV1dKCgoYLG2e//+PTIyMmBmZiZ0PQJFRUUEBARg7dq1uH//PiIjIwWqfR8YGEBiYiJ0dXWxaNEiIY6UdxgBSw0NDSxZsmTE55mZmbFNjvz0dAwMDCApKQlTp04d870TiUQ4Ojpi8+bNaG9vR0xMzLgUvH3qXAZ8lCRkMG3aNOzatQvTp0/HqVOnkJaWNuKkeejQIQwODmL9+vVcx2Ls7OwgKSmJvLw8/t4AD/whJwjgY5Br/vz5MDQ0xKZNm/Dq1Ss2odSrV6+ipaWF6fYtKIyCp4iICEyZMgVnz57F2bNnhVKB+ODBA1y6dAnOzs4ci4rEydOnT1FZWckxYKmsrIwNGzZg9erVuHv3LnNyFGTfP7wzd6T3rqqqii1btmDZsmXIz8/HkSNHxk3dvKKigi3wPDg4iKSkJAQGBjInsL17946Zyu3u7kZycjLIZDI2btzI1fXnzp2LgYEBro2tBeFPUyj11VdfQUVFBZGRkSwFURoaGti1axfTcZlf1NXVQaVSoaenh+rqamRmZgq9U09KSgoRERF48uSJWHoURkNaWhr/+7//C3NzcxAIBKSlpaGiogL29vZ4//496HS6UOsYRnvvFhYW8Pb2Rnd3N86fPy92wWJO+Pn54R//+Aebqtm7d++wefNmZGdn81RPsnHjRpiamoJAIODDhw+g0+moqKjg+Nz/+Z//QVtbG6Kjo/ke/39ULwbwcSKIiIhAR0cH/t//+38sjzEEPaKjo3mOERCJRNjY2MDBwQGdnZ1ISkoSac2CkZER1q9fP+5FPpMmTcKVK1dYfCvr6uoQExODnJwckXS/GhsbY/fu3VBQUMC7d+9w/vx5KCkpwdzcHLW1tUhJSRl3m8XhKCoq4u7du2yxGiqVynOnqpKSEurr61lsE4ODg5GYmMjyPEaD3cWLF5GTk8P32P/0gjGf0tbWhsrKSqioqMDZ2ZnlscLCQnR3d8PLy4unczKcopydnVFRUYHo6GiRFzQ1NTWhoaEBXl5ePJnKChtXV1e262tra4+auhQGHh4esLe3h6enJ86ePQsXFxecO3cOcXFxE2pyAD7GuTgpdvOTbvT29maZHABg+/btbM+ztrZm9niIgz/NBAEAqamp6Orqgp2dHZSVlZnH+/r6kJqaitmzZ8PExGTM85BIJLi4uGD79u0gEAg4cOAAsrKy2IRFREVKSgpzDOOFvLw82zFR97KsXbuWJVZEIBAgIyOD+vp6kV6XH1RVVREcHMymQXLp0iW+tl6cDHk43SD09PTw/v17sXmC/qkmCOBjRxuBQEBQUBDL8Rs3bjArLhlVbZzQ09PDrl27sGTJEuTl5WHfvn14/PixqIfNAsNU1traGjNmzBDrtTU1NREcHIwpU6aw7PUHBwdx7NgxkV57uEw7g/FuZOOEmZkZQkNDISMjgx07dsDGxgbffvstvvrqK9TX18PU1JTnc6akpLBVf54+fZrlb0lJScjLy4vVtOcPWSg1Go8ePUJ9fT3Mzc2xZMkSlqVYWloaIiIi4OjoyFZgIi0tDTc3NyxYsAD37t3DyZMnRS7FNhqXL1/GvHnzQKVSxeJjISUlBQcHByxevBivX79GbGwsfvjhB1AoFOjo6EBZWRkqKiqQkJAQSfm6ubk5yGQyPnz4wLyb9vX14fDhw0K/Fr+QSCR4eXlh/vz5TJeyDx8+4PHjx2hsbATwcRXk4+OD1tZWnrJbL168gJubG3bu3AlNTU3Q6XScPXuW5TlTpkwBgUAQScftSPxpgpTDIRKJ+P7770EikfA///M/LHchOzs70Gg0vHz5Eu3t7YiPj4eamhq8vb1BJpORlZWFy5cvTwjnZk1NTYSGhqK4uFikOW9zc3O4ublBWloaBQUFKCsrY5sEJk+ejO3btwvdsIhRJm9hYYG6ujpcu3YNa9asAZlMxrlz5/jyIxEF2traWL16NZSVlZGSkjKi9aKcnBzCwsLw6NEjoWeili1bBhcXFxw8eJCtUJBX/uOyGJ9iYGCAoKAgPHr0CAcOHGAeNzExQV5eHvMu1d3djbS0NFy6dAl0Ol2kZdn8wOhQ3Lt3r9A79bS1teHl5YUZM2bg2rVryMjIGLXJycnJCXZ2dti3b59QSsKnTp0Kf39/yMnJgU6nT5jJ4FMWLlwId3d3tLW14dy5c2PGYubMmYMvvvgCCQkJqKmpEdo4KBQKrK2t8f333wtcOfofl8X4lObmZty+fRu6urqwsLBgHt+8eTNLQIgRjDt9+vSEmxwA4OLFi0I3CSKTyfDw8MDOnTshJyeHo0eP4vfffx+zA7KgoABtbW3w9fUdswx7NIhEIuzt7RESEoLu7m7s3bt3Qk4OMjIyWLduHXx8fFBdXY1ff/2Vq0DtjRs3UF1dzVQyExaMz1zU202Wa4rtSuPAmTNn0NfXBwqFwgxMcqrUE+cHziuMUuRp06bB2tpa4PPNnj0bERERWLBgAbKzsxETE8O16vLAwAASEhIwefJkvj01lJWVsXnzZtjb2+PixYs4fPgwXr9+zde5RMmUKVMQGhoKfX19nD59GqmpqTx9T9LT05mKUcKa2BnnEadtwJ96gujv70diYiIkJSUREhKCZcuWoaSkhOU5g4ODfBnripPW1lZcunQJLi4ubLlybpGXl8fq1asRGBiI58+fIyoqCiUlJTwHHB89eoSSkhI4ODjw7I06d+5c7Nq1C0pKSjh8+DDy8/PH/LLb29sjOjoaX3/9NTQ0NFges7W1xbZt2zBv3jyexjEaBAIBNjY22LJlCzo7OxETE8OX6NCHDx8QHx8PPT29UXtauEVKSgqLFy+GhYUF5s6dK/D5uOVPG4MYzsGDB0Gj0SApKYn+/n40NTXhw4cPkJaWxtOnT/HVV1+JNXXED9LS0oiIiMDDhw+5kjVnQCAQYGVlBTc3NwwMDCAtLU3gugJJSUmEhobi/fv3zGaj0SCTyfD29oalpSWuXr0KOp3O0lg3EgEBAYiJiWH+ff/+fSxduhRv377FL7/8wtK7IAz7AFlZWaxcuRKGhoYoKipCbm6uwHdrd3d3LFy4EPv27eM7hiQhIYGsrCymAvjg4CBCQkLYqix54T8+SMlASkoKjY2NUFVVZR7r6emBkZEROjs7sW3bNpBIJOzbt0+s6lP8YGJignXr1uHMmTPMtNpoaGhogEKhQE9PDzU1NcjMzBRaXcHUqVOxZcsWZGdns63KhjNlyhT4+/tDQUEBKSkpPLmXVVVVYdasWSzHzp49i97eXmzYsIElDtLV1QVDQ0O++2NmzJiBVatWQUJCAnFxcRydvflBUlISO3fuRH9/P3799Ve+vmPOzs5sdg7Nzc0CbTn/44OUDCZNmsQyOQAfg096enpMRScNDQ0sX758nEbIPQ0NDWhqaoK3tzfHyjsGEhISsLe3x65du6CoqIjY2FgkJCQItejowYMHKC8vh6OjI9TV1dkeJxAIWL58ObZs2YJ3794hJiaGZ2tDTtJ369atQ1BQEFuQVEFBgWP151gQCASsWLECwcHBePXqFfbu3Su0yQH4uM2Ni4vDpEmTsGLFCr7OwSnQ+el3WlT86SeIBw8eoLW1leXY69evmXfgp0+foqioCMuXL+do8z7RSElJgZSUFFxdXTk+Pm3aNISGhmLFihUoKSkRaf9Ibm4u3rx5A19fX8jIyDB9LpSUlBAcHAxHR0cUFxfj0KFDPAUiyWQytm7dylOuv7KykudScHl5eQQFBcHBwQGFhYU4evSoSDJZjx8/RmFhIZYtWwZdXV2eXquoqIjZs2ezpTXFpYT+p99iAMC8efNw8OBBzJo1C2/evEFmZiZLI4yEhARCQ0PR19c37uay3LBo0SJ4e3ujsrISg4ODuHjxIvr6+uDq6oqFCxfiwYMHSExMFIut4MyZM3Hy5EkYGBhgcHAQGRkZePToEd6/f48LFy7g3r17PJ1vzpw5WLNmDSQlJdHc3Iy+vj54eHhAUlKSbZU3MDCA9vZ2dHR0YP/+/WylyWON29/fH0NDQ7hw4YLIm/CIRCK2bt0KKSkp7Nu3j6u+HisrK1AoFBCJRDx58gRLlizBlClTkJmZiZ9//lmg3qDPMQgOKCsrY9myZVi4cCEKCwuRm5vLfExXVxfbtm0bc089EZCUlERpaSlmz54NAHjz5g1SUlLQ0dGB7OxsXLp0SWyVoJs2bcLPP//Mcuz8+fPYvXs3T/EAIpGINWvWwNjYGAMDA4iPj2cJpsrIyODKlSssqzw6nY6goCB8++23kJWVxQ8//DBmKlJCQgJOTk6wsbHBnTt3EBcXJ7bGJw0NDYSGhjJdxUeCSCRiw4YNMDAwQG9vL06cOMG2ChaU/zjjHG7o6OgAnU6HsbExli1bhurqarS3twP4mL5j7KkbGxvF6rTNK66urszJAfi4pJ8/fz5cXV3FXuz1qRkx8DHjwsvkoKuri6CgIMjKyuLx48eIjY1ly3L09PTAy8sLX3/9NQwMDNDX14fHjx+DSCQiPT0dq1evhqen56jir1paWvD394empiays7NRWloq1pL6trY2ZGdnw9PTE01NTRxXLdra2ggODoaMjAzu37+Po0ePjmudzp8+BsGJ48ePg0AgsPgaAmAqYAuzalEU6OnpsR2TlpYW++RAIBA4OEXGiQAAYp5JREFUTgS8tDt7eXlh+/btkJaWRmZmJvbt2zdiCvTOnTsIDg7GsmXL8MMPP0BSUhJr165FfX09Ojs7YWVlxbHCk2HkwxCaPXDggFhNfIdTUVGBlpYW+Pn5sQWaHR0dERoayvwsDh06NO5FfP+RE8TTp09x+fJlqKmpwcnJiXm8r68PiYmJ0NPTw4IFC8ZxhKNTWFjIFicRtwkwIxDZ3d3Ncid8/vw5Lly4MObrVVRU8PXXX2Px4sXo6OjAL7/8wtPWrqKiAk+ePIGRkREMDAxQVFQECQkJmJubszxPUVERQUFB8PT0xKVLl7B//36BDHMFZWhoCPHx8dDW1kZGRgaqqqqwZ88efPnll7C3t0d3dzf27NkjsLuZsPiPikF8yrfffgs5OTn88ssvzK0G8LEpxtzcHJGRkRPOoYnBmjVr8M0330BDQwOtra348ssvxRY7MTU1BZVKxYcPH5iByAULFkBCQgJ2dnZoa2sbVTti+fLlcHR0BIFAQGVlJVJTU/kah6ysLL755hsMDAzg3//+N3744Qc0Nzfj+PHjAD5WblIoFPT29iI+Pp7rknJRQyaTcf36dZbKUIYA8O+//y6WMXwOUnKBtrY2QkND8fr1a/zyyy/M4wwB1WfPnonVnYtfaDQaTExMEBkZKRSF7ZEgk8nw8vKClZUVrl27huTkZLYthoGBATZu3IjExEQ2KwB5eXkEBwdDS0sLb9++xbFjx8Z0HxuL+fPnY+3atZg1axb09PTQ2NiINWvWMFvI6+vrQafThS4wLAjLli1DUlISy7GBgQFMnTpVbOP8PEFwCaOF9tOshqGhITZs2IC4uDieC3zEjYyMDCIiItDa2orffvtNJNfQ1dXFqlWroKCggNTU1BH1EICPE5aZmRnq6uowMDCA/Px8mJiYMM146uvrcf78eaGMi0wmo6WlhWnDCHzsXUlNTZ2wLeSmpqYoLi5mOdbR0QEDAwOxVfN+rqTkkuTkZHR1dWHZsmUsFWs3b95EXV0dPDw8+KrQEyc9PT1IS0uDqakpi4GLMCAQCLCzs8PWrVvR09ODvXv3jjo5AEBpaSn8/f1x7NgxnDx5Ek1NTVi/fj36+vpw9OhRoU0OwEeR2+GTA/CxWOzEiRMTcnIAgOvXryM9PZ3l2NmzZydkqf9//AQBjJzVSEtLw+DgIM9q2OPBtWvXcPPmzTHLsHlBUVERmzZtgrOzM0pKSnDo0CGu0r/+/v4s+2tFRUXo6enhn//8p9ALkji17xMIhDENdcebwMBABAYG4qeffkJMTAw+fPgwIcf8eYLAyFmNd+/eITU1FXPnzoWxsfE4jpA76HQ6pKWl2WT/+cHExARhYWFQV1fH0aNHkZOTw/Udbtq0aWzH3r9/L5KUHaN5azhv3rzBzZs3hX4tYTIwMICUlBT8/PPPiIyMhKSkJDw9Pcd7WGx8niD+f0baaly7dg2NjY3w8fEZV58Kbujo6EBubi4WLlyIqVOn8nUOMpkMGo2GdevWoaWlBdHR0TyLpA6P5Yx2TBj09fXB29sbDx8+xMDAAF69esXMYvxR6OrqQlpaGubNm8fR93M8+TxBDGOkrQadToekpCQ8PDzGaWTcU1FRgcePH4NKpXKUkR8NHR0d7Ny5E2ZmZkhISMBvv/3GV1Q9NzcX3377LZ4+fYquri7U19eL1Efy0qVLMDMzg4aGBlxcXCAnJ4f58+eL7HqioLa2Fjdv3gSFQplQN6LPE8QwRtpqdHV1ISMjA5aWlmz6BBON4S3s3MrCEQgE2NraYuvWrfjw4QP27t0rsNjqwYMHYWxsjGnTpuHw4cNwd3cXS7C3paUFNTU1cHNz49guPpFJSkoCmUyGu7v7eA+FyecJ4hNG2mrU1NSgubmZRd9yovL06VOUlpZixYoVHLUahqOoqIiNGzfCxcUFZWVlOHjwoND9QFJTUzE0NMTmvi4qMjIy0NfXJ7brCYvOzk6kp6fDyspqwtyIPk8QHBhpq5GUlAQ5ObkRtRgmEgUFBejs7ASFQhnxOcbGxti1axc0NDRw7NgxZGdniyTV9u7dO6SkpMDExIQv1yle6enpQUpKCoyNjbmyWpxI1NTU4Pbt26BSqULLRgnC5wmCAyNtNdrb25GdnY1FixZh+vTp4zdALujr60NycjL09fWZWoYMSCQSKBQKAgICcO/ePcTExIhcD+H69eu4fv06vL292eoWREFDQwMaGxvh5eXFFLL5o5CcnAx5eXmhZKME5fMEMQIjbTUqKyvR2trKFMGdyNy5cwdXrlzB119/jaSkJMTExGDhwoXYuXMn5s2bh8TERJw9e1Zs/pcpKSkgEAhiqytJSUkBmUweVxNkXlFVVYWvry8kJSU5OoeLm88TxChw2moMDQ0hMTERKioqcHBwGMfRcYeenh7s7e2xbNkyBAQEICEhAUQiEXv37mXrlRA13d3dSE1NhZmZmVjqSjo7OwVO+4oLRkt6WFgYVFRUEBsbK/YOXU58niBGYaStRltbG/Lz82FrawsdHZ1xHOHYrF27luVvWVlZPH36dNyMievr69HU1AQfHx+xVA5WVlbi4cOHoFKpArmBiRIZGRls2bIF7u7uqK6uFqmOKK9MzE9sAjHSVqOkpATPnj2Dr68vz/UG4814dzYmJyeLra5keNqXk/rVREBWVha6urqorq5GWlqawL6bwuTzBMEFjK1GcHAw89jg4CASEhKgqakJOzu7cRwdZ+Tk5LBu3To20djnz58jKytrnEb1EUbloIWFBQwNDUV+vadPn6KsrAwODg5ik4vnhVevXqGkpASWlpbQ0tIa7+Gw8HmC4IKnT5/i0qVLUFVVZQl4PXnyBCUlJVixYgXPNnSixMjICGFhYZgxYwa+/fZb+Pn54eTJkzh79iyysrKgpqY23kNkqRwUR5YhPz8f3d3dE7Y2Ij8/H69evYKfn9+E2gpNnJFMcOh0Ot68eQM7OzuWWb6goACvX7+Gr6/vuOtYSklJwc/PD+vXr8fDhw8RFRWFhoYGFBQUICIiAmFhYbh79+6E2Y8nJSVBSkpKLFuNvr4+0Ol0zJo1C2ZmZiK/Hq8wlLwFMUYWBeP/LfkDcfToUQwNDbFkNRgGwbq6ukIxaeUXfX19hIeHw9jYGPHx8Th9+jSbnPvg4CCSkpIwadKkCbEf7+zsREZGhtgqB2/duoVr167Bw8NjQvU7MHj06BGKi4vh4OAwYbYanycIHmhra0NxcTEUFBRAo9GYx+/fv4/Kyko4OTmJfY9LIpHg5eXFtI6Ljo4eVdDlyZMnE2o/Xl1dLdbKwbS0NJBIpAlbG1FQUDChthrjP4I/GDk5OXj58iWsrKxYcus5OTno7u5mmThEzZQpUxAaGor58+cjNTUVR48eRUdHx5ivy8vLQ1dX16hl2OIkKSkJMjIyWLNmDVNfU1R0dXUhKysL1tbWE7Iatr+/HwkJCRNmq/F5guCDI0eOYHBwEIGBgcxZvre3F0lJSdDX1xd5qzHDHYohAxcTE4OKigqufR4YZdgGBgawsLAQ6Vi5oaOjA52dnfj5558RGxuLkpIS/Pvf/xbZ9S5fvoz79++DQqFMyBT1w4cPUVJSAgcHh3EPfn+eIPigs7MT2dnZzLsegzt37qC6uhru7u5QVFQUybUnTZqE7du3w87ODnl5eTh06BBfRU/Nzc2oq6uDu7u7WHojRoNAICAwMJDlxxoSEoKZM2eK5HqM2gh1dfUJmaIGPmY1Xr9+Pe5bjc8TBJ+Ulpbi8ePHMDY2ZrHBy8jIQG9vr9CX7wzx2OHuUBcvXhTIaJghnDre+gPS0tKYPHky2/EZM2aI7JrPnz9HSUkJli9fPmLal0Qiiez6Y9Hf34/4+Hjo6OiMa0D58wQhALGxsRgYGMDatWuZjVvv378HnU7HnDlzhJZOU1NTw5YtW+Ds7IyysjLs27dPYD8JAHj79i0yMjJgYWEBAwMDIYyUdyQkJLB48WI8fvyY5Xh3dzeqqqpEeu3CwkJ0dnaCSqWyHCcSiVixYgV++OGHcY0DPHz4EKWlpXB0dBy3rcbnCUIA3r9/j6SkJJBIJAQGBjKPNzU1ob6+Hl5eXgIt3wkEAhYuXIhdu3ZBTk4Ohw8fFrpmQ21tLVMIR9x3zClTpmDnzp1YsWIF/vWvf6GwsBD9/f149uwZUlJSRvToFBZ9fX1ISUnB2rVr8fjxY7S0tODHH3/Ejh07YG9vj0ePHsHZ2Xlc+23y8vKYdTbjsdX4PEEISG1tLVpbW6Gnp4d58+YxjzPs5PhVKlZSUkJQUBB8fHxw5coV7N27F/fv3xfKmD+FTqdDQUFBbN2pJBIJ7u7u2Lp1K/r7+7F//36cO3cOvr6+0NTUhK2tLTo6OsSih7B8+XLMnTsXMjIyUFFRQWhoKObMmYMDBw4gNjYWT58+xapVq2BsbMzy/xUXjK2Grq4uli5dKvbrf54ghMCJEyfQ19cHGo3GLBt++/Yt0tLSYG5uzrNSsYWFBcLCwqCpqYljx44hJSVFpA08r169Qn5+PmxsbDjGAoTJzJkzERYWhoULFyI7Oxu//vorm5nuy5cvkZubi8WLF3OU0Bcmjo6ObMf6+vrw5MkTDAwMICkpCWvWrEFpaSkKCgpQWloq9uX+8K3GcL8RcfB5ghACvb29OHfuHCQkJFiqLK9evcpTv4GcnBwCAgKwcuVK3LhxA9HR0Whubhbl0JmUlpbi+fPnIivDlpGRga+vLzZt2oSOjg5ER0ejpKRkxCBrWVkZHj16JHJhHk6S/oyA8OLFixEUFMQSLDU2Nsbu3btFNp6RyMvLQ0dHB7Zv346wsDD4+fmJpbDs8wQhJG7cuIEbN25AR0eHpeQ6OTmZK6ViY2NjhIeHY9q0aThz5gzi4uLE2pY9ODiIxMRETJ48Wegl4yYmJoiIiICxsTESExMRGxs7pkMXQ5hHVVUVy5cvF+p4hhMTE4MHDx4w/3727Bna2tpga2sLV1dXFh0QBvzoaioqKuLHH39EWloafvzxR57T4P39/Xj16hV27NiB77//HocPH0ZaWprIVc0mtmbaH4yzZ8/iv//7v+Hm5obr16+js7MTb968QWZmJqhUKq5evcomBCItLQ1PT09YWlqisbERycnJbD0U4uLRo0eoqKiAo6MjGhoa0N7eLtD5FBQU4O3tDRMTEzQ2NoJOp/PkPv78+XMUFRVh+fLluH79Op49eybQeDjx+PFjLFiwAMuXL0dfXx+KioqYqxpFRUXIycmxVXaWl5fzfJ0zZ84w05VLliyBmZkZz6nwjRs3sqzurKys4Obmxox3iYL/eHdvYTN9+nSEhITg5cuX2LNnDwAwZevU1NRQX1+Pt2/forS0FPr6+vD19YW0tDRSU1MnhIs4mUxGeHg4Xrx4gRMnTvB9nvnz58PNzQ39/f1ISUlBQ0MDX+eRkJDAzp070dfXh4MHDwpU98ELVlZW8PDwQG9vL3R1deHj4wMymYz79+9j/fr1aGxs5Ppc06dP5/i/NTc3Z1m9jMXNmzfZ4h8dHR1wd3fHjRs3uD4PwL279+cVhJBpbW1FbW0tLC0t4ejoiLy8PAwNDaGiogIZGRnMpeW9e/dQVFSEpqYmJCQk4M2bN+M88o/09vaCTqcjMDAQZmZmqK+v5+n1qqqqoFKpmDlzJmpqapCRkSHQVmlgYACJiYnYunUrlixZgtLSUr7PxQ0qKiqgUqkwMDBgGf+XX34JMpkMPz8/uLm54fbt2+jr6+PqnB8+fMDg4CDL3X9wcJDrwDNDr/Lp06dsE4SysjJ+/PFH+Pv7c/8meeBzDEIExMfHo6uri6VKLzAwkGXfOWPGDAwMDOD48eMTZnJgcOvWLdTX18PT05Nr3UgikQgbGxuEhYVBVVUVx44dQ0JCglDiKA8fPmRufUQldsOoOQkLC4OGhgaOHz/OMv63b9+ivb0dSUlJUFRU5Ckl/PTpUyQkJLAcu3z5MldbJlVVVQQHB8PDwwMxMTEoKytje46RkRHXY+GVzysIEXH06FF88803SEhIwODgIMf0lKSkJNcNVuImLS0Nu3fvhpubG9uX+1MmTZoEGo0GHR0dVFRUIDc3V+hp2ZycHBgZGYFKpSI2Nlao51ZTUwONRoOenh6qqqqQlZWFDx8+cHzuy5cvUVBQACcnJ1y7do2tAnQktm/fjpKSElhYWEBDQwNPnz7F1KlTR91iLFiwAO7u7nj79i2OHDmCu3fv4t69e7h48SLL80pKSrh/szzyOQYhQurq6kbN4wcEBCAjI0OMI+INKysr+Pr6IjY2lqPKsoSEBFasWIFly5ahra0NiYmJePjwocjGM3PmTGzatAmJiYlCkexnLN2dnJzQ1dWFpKQkrtSkiUQiduzYAQDYv38/z3ERRUVF/PWvf8X79+/xz3/+k+31ioqKoNFomD17Ni5dusTs72GwefNm/PWvf4WysjIKCwuxefNmvH79mqcxcBuD+DxBiAgTExOOM/u7d+8wODiIxsZGBAUFsRUJTTQ2b94MRUVFREdHo7+/n3l82rRpoNFoUFVVxcWLF1FUVCQS275P8fX1hYmJCSIjI9HZ2SnQuRYvXgwvLy9UVVUx/Ty5RUdHB9u3b0dOTg6Ki4t5vratrS3c3NzQ2NiI+vp63Lt3D11dXTA3N4e3tzf6+vqQkJCA27dvc3y9pKQkZGRkeMoKDedzkHKc4bT37u3thZGREd6+fYsdO3bA19cXBw4cEFtknh+SkpIQHR2NqqoqSEhIIDExEdevX4e1tTUePnyIvXv34sWLF2IbT0ZGBmbPng1vb2+cOXNGoHPdvn0b/f39ePfuHU+TA/AxPVpaWgoHBwc0Njby3HJfUlICGo2Gn376CTIyMnj37h3odDq6u7tRV1eH1NTUUeM3/f39fE8OvPA5SCkCNDQ04O7uzjb7Hzt2DJ2dnRgYGEBCQgK0tbUnhGrQaEyaNAnOzs7Q09PDtGnTEBERgc2bNyMjIwOHDh0S6+QAsBrzCmoE/PLlS1y8eJFNiJhb8vPzmd2gvAoWEwgELFu2jKmNKSsri5UrVyItLQ0XLlwYd+8SBp8nCCFjZWWFnTt3QlJSEjQaDZs2bcK+ffuwbt06fPvtt8znMe5A9vb2Yq+v5wV3d3c21SVFRUWUl5ePW4C1oaEBDQ0N8PLyEtidq6ioCK9evQKFQuH5R97X14ekpCTo6enxrCKmoaGBKVOmsBybiF6vnycIISElJYXVq1fD19cX9fX12LdvHx4/foykpCT88MMPyMzMZHsNo76eRqONu2T+SHCaBIShRSEoKSkpkJSUFFjsZmBgAMnJyZg+fTpfUoEtLS2orq6Gm5sbFBQUuH6doqIiW6Xqu3fv+C4oExWfJwghwBCPnT17Nn7//XckJiZytaft7+9HUlISpk+fjkWLFolhpNzDUMvW1NRkCaT29vbi0KFD4ziyj3R1dSEjIwOWlpYCi93cu3cP1dXVcHV1hby8PM+vz8zMRF9fH1emPGQyGd7e3ti0aRN+++03Zpq0vb0doaGhE64m5nMWgw8IBAKGhoZAIBBga2sLJycnPHr0COfPn+erf8Hb2xsWFhaIjo4WuP9BGEybNg1+fn5QVFREZmYmrl69Cnd3d2hoaEBXVxctLS0ClWELk02bNkFLSwuNjY3o6uriW4ZPVlYWERERuHPnDs6fP8/z601MTLBu3TqcPXt2xFXAp5/rpUuXQCAQMH36dDx+/HjE2gtR8DnNKQJsbGzw888/Y/bs2SgvL0dxcTFUVVVRXFyMvLw8vrMRUlJSCA8PR1tbG44dOybkUXOPpKQkHBwcYGtri4cPHyIuLo6t69LQ0BAbNmzA+fPncfXq1fEZ6DDMzMyQlpbGvPNfvXoVXl5efDW8zZs3D/7+/jh+/PiI6cXRCAgIwNSpUxEZGckSZJSUlISjoyNsbGzw4MEDxMfHj9nNKmo+TxBCRkFBAQ0NDSz7zEePHoFCoQjFqn3WrFkICgpCfHz8qMY3omLy5MlYuXIl1NXVkZubi9LS0hGDkKtXr4a+vj4iIyPx7t07MY+Ulb1792LdunUsx7755hu+t0EbN26EqqoqoqOjeU59Kioq4ssvv4SysjL6+/tRVVWF8vJy+Pn5QU1NbczPVZxwO0F8jkFwibW1NVsQSldXV2gtyLdv38aVK1fg4eHBU7BLUIhEIuzt7bF9+3YMDg5i3759KCkpGfVLnJaWBiKRKBZPzbHQ19dnOyaIIQ6dToeioiLs7e15fm1nZycsLS2xdu1afPHFFzh48CB+//139Pf3c/W5TkQ+TxBc0tHRwfbPffLkiVDvoOnp6ejv7xebA7Wmpia2bt2KFStWoKioCAcOHMDz58/HfF13d/e4q2EDH1ddnPbt+fn5fJ/z1atXuHjxImxsbHiujTAwMMDChQtZjhkaGuLs2bNcfa4Tkc8TBBcsWLAAXl5eqKysZB4bGBjA2bNnhXpHEGYR0GgQCATY2Nhg586dkJKSwsGDB5GXl8dTqfSVK1dw586dcVHDZsjXBQUFISsrCydOnEBXVxfevHmD8vJygWMjxcXFePnyJc8FUJxkBYlE4oRNYXPD5wliFGRlZbFu3TpQqVTU1taCQqFgyZIlCAoKwo4dOyAvL49JkyYJ9ZqMIiBvb2+Bi4A4oaqqis2bN8PV1RVVVVXYu3cvHj16xNe5kpOToaCgwFGWTVTMmTMH4eHhMDExQUJCAmJjY7F7925MmzYNBgYGKC4uZvO54BVGbcS0adOwYMECrl6jqqqKxYsXs1WWFhYW8txINZH4HKQcAT09Pfj7+0NSUhKJiYloampieZyhdDQ4OIgDBw4ItVFJXl4eERERuHnzJuLi4oR2Xmtra7i5uaG7uxsJCQm4d++ewOe0tbWFi4sLDhw4wHXrMz/IysrCy8sL5ubmuHHjBpKTkzk2a+nr6yM4OBgJCQmoqakR6JpUKhWmpqaIjIwcte/B2toa7u7u6OrqQl5eHqhUKubOnYvBwUGUl5cjKipqwvXbfM5i8AmRSISjoyPs7Oxw7949XLhwYcSuwcmTJ2P79u0oKipCXl6eUMdhYWGBlStX4sSJE7h165ZA51JUVISvry9mzZqFqqoqZGZmCk2vQdDWZ24wNTWFt7c3iEQiUlNTx9xC+Pn5Yc6cOYiMjBRI31NGRgYRERG4e/cuzp07x/b4WJ+roB2fouRzFoMP1NTUsHXrVtja2iInJwdHjx4dtaX4yZMnKCgowLJly6CrqyvUsdTW1uLWrVugUCgCyZvPmzcP4eHh0NLSwvHjx0Gn04Uq5sJQw540aZLQPSTl5eWxbt06rF27Fq2trYiMjOQqvpCRkYHBwUGBsyw9PT1IT0+HmZkZ5syZA1VVVeZjwz/XY8eOcfxch3d8ikoJS9R8XkH8/1hYWMDb2xtdXV04f/481/tyIpGIrVu3QkpKCnv37mXRTBAUZWVlhIeHo66uDnQ6nafXysnJgUqlwtjYGLW1tUhLSxNph6CbmxsWLVqE6OhooRQBzZs3D56enhgcHASdTue5R8Hc3ByrVq0Sygrsf//3f+Hn5wcFBQXcvHkTdDodqqqqXH2uJBIJYWFh6OjoELoSliB83mJwCYlEgre3N6ysrHDlyhW+XKw0NDQQGhrKFB4RJgsXLoSPjw9TcowbjI2NmZLqycnJPCkw84uwfgiKioqgUCiYM2cO6urqkJaWxncqOSgoCBoaGoiKiuJ71aSgoICmpiYWj9W2tjZQqVSuP1eGEpYw4iLC4vMWgws0NTWxY8cOzJ07FxcuXEB8fDxfX6S2tjbk5ORgyZIlQresv3TpEu7duwcqlTpmOlFGRgYrV65EQEAA7t+/j6ioKLFMDsDH1ufk5GTo6+vDysqKr3PMnz8fERER0NHRwalTp3DhwgWB6kzodDrk5OQ42utxi4WFBZsBs4aGBk8drXfu3EFNTQ3c3d3FWgQnDP5jJwgLCwvs2LEDQ0ND2LdvH+rq6gQ6X3l5OVpbW+Hn5wcymSykUf6fw5SSktKoX/RZs2YhLCwMc+bMwYULF3DmzBm8fftWaOPghjt37uDKlStwd3fnqStSRUUFGzduBI1GQ0NDAyIjI3n2eeDE69evkZ+fjyVLlvDt0N3f38+WoXr06BE6Ojp4Ok9mZib6+/vh5eXF1zjGi/+4CYJEIsHX1xcrV65EfX09Dhw4gLa2NoHPOzQ0hISEBMjJyQmsUfApL1++RH5+PpYuXcoWDCWTyfDx8UFQUBCeP3+OqKgogSc7QcjIyMDAwABXruafSs0zpPLfv38vtPGUlZXh2bNnPHuOMj5XT09PZjs38LHd/eDBgzwXyL179w5paWkwNTWFsbExT68dTyaehI0I0dTUxNq1a6GiooK4uDihO1m9fv0aGRkZzP0pPx2BI1FaWgorKyscPnwY0tLSaGhowG+//QY7OzvIy8sjOTkZly5dEtr1+IXxQ1i9ejWuXr064kpATU0Nvr6+mDFjBiorK5GdnS2SdufBwUEkJSVh27ZtXBvvzJgxA76+viyf66RJkzBr1izMmDEDU6dOhaysLM/bn2vXrmHevHnw9vZGS0uLUCdCUfEfE6S0sLCAj48PXr9+jd9++00oq4aRCAwMhLa2NqKiooSaOUhMTGQxsn39+jX+93//F3FxcROuWm/Dhg2YNGkSoqKiWH74BAIBS5cuhZOTEzo7O5GYmMh18FUQPDw8sGDBAkRHR4/4WUlKSsLZ2RlLlizB/fv3ER8fz/ZceXl57N69G42NjWP6hXBCSUkJMTExmDt3LshkMlJTU/G3v/1NrFoQwOcsBpPhWYrq6mqkpqby3MbLK4qKiggPD8fNmzdx4cIFoZxTRUUFzc3NbMtkR0fHcWkPHwtlZWX85S9/gYKCAvr6+lBWVoaKigr4+vpCV1cXFRUVyMnJEfn/ggHDc7StrQ3Hjx9ne1xXVxd+fn5QVVVFbm4uysrKRtxGLFiwAFQqFYcPH+a5GnX69Om4dOkSS8D5119/xXfffcfbGxKQz1kMsGYp4uLiuJaCE5TOzk6kpKRg3rx5bM7Q/DI4OMixxkJQbwhR0dHRgUWLFiEgIABBQUE4fvw4zp07B2lpaRw6dAjp6elimxyAj7GD5ORkzJo1C3Z2drC2toasrCwkJCTg6OiIrVu3oq+vD/v27RtTs6G6uhqtra2gUChsgr5j4eLiwpaN4iZeM178aWMQjC1Fe3s79u/fL3Z59qtXr8LExAQ+Pj5obW0VqORXT08PNBoN169fh6WlJfN4ZWUlmpubhTFcoWNqaop58+axHDMyMoK3t7dAn4Ug3L59G4qKioiPj4ekpCRzIu/u7kZhYSHXcnVDQ0NITk5GaGgo7OzsUFhYyPUYJqoI8Ej86SaI4VuKmpoapKSkiPVONZzk5GSEh4eDQqHwZfJCJpPh4uKCxYsX4+7du1i1ahWsrKywZMkS5p1LXV2dZ9MWccApzcnr3VbYaGhogEqlMuXlFRUV4eXlxZTY44Xnz5+jtLQUy5cvR319/ZjVo1JSUvDw8ICenh5aW1uZojb9/f3Yv38/X+9HHPypJghVVVWsX78eqqqqIslS8Mrbt2+RlJSE9evXw8LCgqfx6Ovrg0ajQV5eHikpKaiqqsLQ0BBycnKQk5PDrFyk0Wg4cuTIhFIq0tXVhbW1NV6/fs3Sv5CVlTVuqwcAmD17NluNipKSEt+B5IKCAsydOxfe3t4c4xrDr0ulUiElJYWEhAR88803cHFxgY6ODqZNmwZ1dXW+ri8O/rAThISEBNauXYsFCxbg6tWrqKqqAoVCQU9Pz7hsKUaiqakJV65cgaenJ1paWsaUNSeTyXB1dcWiRYtw9+5dHD16lGPUva+vD4mJidi8eTOsra1RVVUlqrfANcPFWZ88eQIKhYK1a9fC2NgYAwMDqK6uZiqCixsCgQApKSn09vayTBLNzc18r8D6+vqQkpKCwMBAmJmZob6+nuVxGRkZeHh4wNLSErdu3UJSUhLz/88oyTc2NkZAQACMjIzYJAUmAn/YLMaBAwewevVq5t+tra2IiYlBXFzchLEtYyAtLY3w8HA8f/581DuNvr4+fH19ISsri6ysLFy6dGnMHxOFQoG5uTkiIyPH1VNh2rRp8PX1hbKyMgoKClBSUsKyn58xYwZCQkLGpV5DSUkJvr6+MDAwwIcPH7Bq1SpoaGigo6MDv/zyCw4ePCjQ+desWQNDQ0M0Nzfj1atXyM3NhYGBASgUCshkMtLT00ftwdiwYQO0tLQQGRkptu3wnzrNqa6ujhs3brDtaS0sLNDa2jo+gxoDAwMDbNy4keMPREpKCq6urli4cCFaWlqQmJjIdV2DlJQUIiIi8OzZs3HxqiCRSHBxccGiRYvw8OFDJCQkjFhjQqFQYGZmJhRnbm6xsLCAp6cnent7kZCQgObmZkhKSkJTUxOzZs2Co6Mj9u/fL5DLuqWlJVJTU5k+mw8ePEBBQQGuX7+OpKSkMd+rqqoqwsPDUVZWhpycHL7HwQt/andvCQkJjgEvcWsj8kJzczMqKytBpVJhbW2NoaEhJCUlQUZGBjQaDbKyskhOTsbly5d5WoJ/+PABycnJ2LBhA89xDkHR///aO++wJs+2/38TZoAAsgKKqChLEBQQFCcgyA4j4KhaLVqrVhHs2/k8fTrePj3et4+Au45KHQWVvQURAQXcA5ChSAVBBERAtgx/f/hLXiJhJLkzaPM5jh42N7nv+4IkZ67rvM7z+505E76+vqBSqUhNTUVBQcGoY09PT4eJiQkhztxjoaSkBB8fH1a7e1JSEqtysb+/H8+fP0dDQwPmzp0LX19fHD58mOelz/bt21nBAQD09PTQ0dGB33//fVznv3r1Cjk5ObC3t8fdu3cFWsTHLROuDkJOTg7Lli1DdXU12/H79++L7ZYfk9u3b2PVqlX47rvv8P333+PWrVv44osv0NzcjPDw8HEtKThRXl6Oe/fuwcPDgyfrOG6Rk5ODj48PtmzZgra2Nuzbt29cZr49PT1ISkqCqakpYfUhnDAzM8Pu3bsxbdo0nDlzBhcuXOBY1jwwMIC4uDhMmTKFL+vDadOm8TNcAO+EcltbW4WmaD5eJtQMQk9PD6tWrYKioiK2bduGJUuWwMbGBv39/aisrISSkpJIs+RjsXbtWigrK7Mey8vLQ01NDSdOnOD72snJyTAwMACdTscff/zB9/WYTJo0Cd999x0WLlyIhw8f4vTp07C1tQWFQuFpxlNSUoKHDx/Cy8sLT548ITRfRKFQ4OXlhXnz5qGkpATx8fFjdrTW1NTgxo0bWLlyJR4+fMh1HsfMzIzjPTiZNY9Gf38/kpKS8NFHH3FMeIqKCTGDIJFIsLe3x9atW9HR0YH9+/fj+vXr+OWXX+Dv74/Nmzejt7dX7KLv+2hqag47RpQkeldXF5KSkjBnzhxCv51/++03rF+/HrNmzWJt5zU1NSEsLIznGU9iYiKrxoMoDAwMsHv3bhgbG+PcuXM4e/bsuNvdL168iJ6eHtDp9HHfT1FREWvXrsW6desQFxeHo0ePoqmpCY2NjcjMzERxcTHXv8OjR49QVFQEDw8PvmQGiUTsAwSVSkVgYCCcnJyQk5ODo0ePDkvgdXZ2IjExEWZmZjA3NxfRSEfH0NAQFApl2AeKl4afkSgqKsLDhw9Bp9PZ1sS8oqamhuXLl7MdU1FRQVFREdd6CEN5/fo10tPTYWtrC319fb7GyGzLDgwMZLW7c+uL0dvbi6SkJMyePXtcwXXOnDkIDg7GzJkzERUVhVOnTuGrr76CkZERrK2tUV5ezrMVQEpKCmRlZYVqJTAaYh0gjIyMEBQUBC0tLZw4cWJUg9zi4mI8ePAAdDpdKOvw8SIvL88yebl37x62bduGmzdvoqioCJ9//jkiIyMJvV9CQgKkpaUJscUjkUgcuwyJ0Jy8efMm/vzzT/j4+LAqG7ll+vTpCAoKgqWlJeLj43Hy5Emed0cePnzIWvqM9O2tpKSEDz74AB988AH+/PNPhIWFDVsKdHR04NKlS7CxscHkyZO5Hsfr16+RlZWFhQsX8nQ+0YjlNqeUlBRcXFywZMkSlJeXIzo6elzTRUVFRQQHB6O6ulrgWfLxMLSCbqy9cCKxtrYGg8Hg2aUaAMzNzeHl5YUFCxbAzs6OdfzSpUtYtWoVIePU1NREUFAQ8vLykJmZOe7zpKWl4ezsjMWLF6OmpoawdndlZWXs2bMHd+/eRWJiItvPLCws4OXlhbdv3yIxMXHUJQSZTEZQUBC6u7t5MhEmk8nYtWsXz+I042HC1kGoq6tj9erV0NHRwcWLF8eVHR+KmZkZ1q1bh6ioKJEleigUCtzd3WFtbT2sgk5YBAYGQkNDg2vBViqVCm9vb5iamqKoqAhJSUkwNzeHnZ0dVFVV0dPTg7179xKWXHRwcICjoyMOHDgwLiPkKVOmICAgQGBu2XZ2dviv//ovKCsr49WrV/jtt9+gqakJU1NTPHjwAElJSeP6smIa+Jw7d44nK8Bp06Zh27ZtiI2Nxa1bt3j4TUZnQgYICwsL+Pr6or29HVFRUTw7Na1ZswYGBgYICwsb1RFJEIhq1vA+kyZNQnBwMG7fvo2kpKRxncMsKurv70diYuIwqXkqlYo9e/bg3r17w75heYXpUNbX1zdqLQKZTIaDgwPs7e1RX1+PCxcuCKScfu3atWzNUwMDA/jjjz9w4sQJrqX3165di+nTp+M///kPT2LITAOgvXv3Eq4vOqH0IJg6kWvWrEFpaSkOHDjAl41bYmIiBgYGWNLvwoBCocDf3x+bNm1CfX09QkNDRSpx3tLSgosXL8LOzo7VOTgSKioq2LRpEwICAlBWVoawsDCOHwamtZytrS1h6+OhtQhDlzJD0dLSwvbt22Fvb48rV67g8OHDAuu1CQgIYHssJSWFzs5OroMD8K7fQl5eHo6OjjyNJS0tDSQSidDdHm4ReYDQ0dHBzp07WaIu58+f51t+q6urCwkJCZg9ezbmzp1LzEBHgWkoO3v2bERHR+P3338XCyGXwsJCVFdXw8/Pb8REoI2NDYKDg6GtrY2IiAhcuHBhVK3FwsJCNDY2gk6nE7ZFW1NTg8LCQjg7O0NDQ4MlMz/UhVxWVhZHjhxBVlaW0H0uec1vtLW1IScnB4sWLeKpY7OzsxOZmZn45JNPcPfuXaSlpbFJDgoDkS4xFi5cCDc3NzQ1NSEyMpJwXYPVq1fD0NBQYEsNCoUCT09PWFpajmooK0qYicBr167h5s2baG9vR19fH9TU1ODr64tZs2bh5s2bSE1NHXdgZjZeEWkEIysri99//x1LliyBoqIirl69itzcXGhoaCA/Px8ZGRmEupa9j6KiIry8vODs7Aw3NzdW2f7r169ha2uLhoYGnq4rLS2N4OBgvHz5kqdemS+//BKff/456/GbN29Y+iD8INY5CAqFAgaDAVNTU+Tn5yM9PV0gL76CggKCg4NRW1uLU6dOEXptExMT+Pj4QEZGBsnJySLXnhgNf39/fP/999DW1sarV69w5swZ1tQ5NjYWlZWVXF9z1apVMDAwICxhaWxsjGvXrrFpbpaWlmL9+vWEuJCPBnPHhkQiISkpCV1dXWAwGKBQKFBRUcHp06f50v2cPXs2NmzYgNOnT3Pd0n39+nUYGhqyHfvXv/6FAwcO8DweQIybtaZPn47Vq1dDRkaGpz8YN3R1dSE+Pp4nwZaRUFBQgKenJ+bNm4eysjLExcUJPRHKLf7+/tDW1gbwrvhp586d+OKLL3DmzBmeLenS0tKwZ88eODk5jTsJOhpLliwZJsirpaUl0ODw/o5NYmIiKxn4888/A3iXk3Bzc0N5eTnPicLS0lJUVFTA3d0djx49GveXIZlM5tj+LUwFMaHlIEgkEhwcHPDxxx+jpaUF+/fvF4pARmlpKe7duwdPT0++bc9mz56N4OBgGBkZ4dy5czh16pTYBwcAw5J/ZDIZ3d3dfLl8t7e3IysrCwsWLCAkYckpr0CEu9ZIWFpaIjg4GHp6ejh79iwiIyM5BgCmsAu/hWfJyclQUVHB0qVLx/V8ZmK2qqqKLUjU1tZybeTMD0KZQSgrK2PVqlWYMWMGsrOzkZ2dLdREU1JSEqs1mZelhoKCAry8vDB37lyUlpYiPj5+QgQG4N0brbm5GQoKCmzHifDsLCgogLW1Neh0On799Vee6hGUlJTg6+sLAwMDFBQUsIJZd3e3QNywVVRU4OPjA2NjY9y9excpKSmjJmU7OzuRmpqKgIAA3L17l+eO4ZcvXyI/Px/Lly/H3bt3RyxVJ5PJWLJkCZycnNDc3IxvvvkG//rXv+Dh4QEKhQItLS3o6uoKrXNZ4DkIY2Nj+Pv7o7+/H+fOnRP4enIkTExM8OGHHyI6Opqr9aSpqSm8vb1BJpORlJQkNl12Y0Emk7F8+XI4ODhAXl4e3t7eUFNTw9u3b5Gfnw86nU5IgREzYcnt3xV419Pg7e2NwcFBxMfHo7S0FMbGxtDR0YGhoSFUVFQQFhZGmMrS/Pnz4e7uztLQKC8vH/e5mzdvxqRJkxAeHs7zeGRlZfHZZ5/h6dOnHEvsNTU14e/vD11dXeTl5SErK2vYcmTz5s1QVVVFeHg4X3k7kScppaSk4OrqisWLF6OsrAzR0dF8OTUTQUBAAExMTBAWFjbmbgMzq21hYYGHDx8iPj5erFvJhzJ58mQwGAzQaDTk5uYiOzsbUlJSsLKywuDgILy8vJCamor8/HxC7sdtwpJCoYBOp2Pu3LkoKipCQkLCsPcGU2WpsLCQ69bp95k0aRJrlnLr1i2kpqZybXunrq6O3bt3Iz8/HxcvXuR5LHPnzsXq1atx6tQpvHz5Ek1NTWxuY62trYiOjkZNTQ3H85m7Ujk5OcjKyuJ5HCINEOrq6lizZg20tbWRlpaGgoKC8Z4qUCgUCoKDg/H8+fNR1X6YfhYkEgmJiYkoKioS3iD5QEpKCo6Ojli2bBkaGxsRHR3N0XPB09MT8+fPH9WGjhuoVCo+++wz3LlzZ8yEpZGREasuIzExcdQZ2dKlS+Hi4oJDhw7xVDhHIpFga2sLV1dXdHV18bxjw2T58uWESNSdOnUKTk5OkJeXx71795CZmQkVFZVxb+c6Oztj6dKlCAsL47lxTmQBYu7cufDx8cHr168RFRUldqYgxsbG2LhxI8c9fEVFRdDpdJibm6OkpAQJCQkTZtYwdepUMBgMqKur48qVK8jJyRlmW89EVlYWu3fvxqtXrwgRqwHe7UK4urriwIEDHD88TF+I+fPno7y8HLGxsWPmcchkMnbs2AESiYSDBw9ylbdSU1MDg8GAvr4+CgsLkZ6ezldSFhh/WfhomJiYDJu5VVRUYPXq1cNU0kZCRkaGVVsxmgjyaAglQBgbG+OXX37BvHnzcPfuXWRmZkJXVxd37txBYmIi3y+IoPD398f8+fPR2NiI7u5uxMTEQEtLi1UdOJFmDUOl5uvq6hATEzOuop5Zs2Zh8+bNhDUDDe1gPHr0KNuHR19fH/7+/lBQUEBKSgpX95syZQp27NiBjIwM5Obmjvl8EomEhQsXwsXFBe3t7YSbA+vp6eGTTz7heYm2adMm7N27l+1YS0sLZs6cydV1jIyMsGnTJkRGRvL0XhV4HQSJRMLZs2dZgh+LFy+GqakpGAwG7t27x+tlhUJJSQnCw8NZoipffvklkpOTkZ+fj4SEBMIbYwTFUKn5jIwMXL16ddzfspWVlbh16xbc3d1RUVHBdwXo4OAgEhMT8c9//hMrVqxAe3s7zp49CwqFgsWLF6OqqgrHjh1DS0sLV9etq6vD1atXsWLFCpSUlIw6pVZXVweDwcCMGTNQUFCAixcvEv4lVVNTg+vXr8PZ2RklJSVcdemO5AnCS59HRUUFSkpK4OHhgYqKCoG5g/NcB2FsbDxMDWjSpEkTYvtv48aNbIpLioqKkJGRwR9//DEhgoOsrCw8PT2xdetWdHV1Yf/+/cjNzeV66zgtLQ1v3rwhrKlNWVkZ7u7ucHBwAJ1Ox4ULF+Dn54fk5GQcP36c6+DAJCsrC69fv4avry/HnzOTfLt37waVSsXRo0eRlJQksBlsRkYGenp6uJI4nDRpEgIDA2FsbIyMjAzW8q+jowPHjh3jaRzJycmQk5MTqPoUzzOIFy9eoLe3l019p6uri+eadWHCSRtS2A1AvDLUkm88UvOj0d3djYSEBGzYsIEQodR169axNYWRSCTIyMjwvVvS19eH+Ph4bN68meW5ykRDQwP+/v6YOnUqCgoKkJGRIXDzGaZE3fr162FmZjbmDMDGxgbu7u7o6urCiRMnUFlZCV1dXUyePBnm5uYwMzNDZmYm1+Nua2tDVlYWXF1dcefOHYHk+3ieQbS0tOCXX35hO3bhwgWxn0EYGBhwPE6kNqQgGCo139LSgvDwcK7FdDhRWlqKBw8ewMvLi9VFySvv+14CIGxGVllZiZqaGpw8eRKvXr3CtWvXsHXrVgQFBUFBQQFHjx5FSkqK0JyphkrUycvLc3yOiooKPvroI/j6+uL+/fsIDw9n7aLU1tbi5s2biIuLg5KSElasWMHTOPLz89HY2MjadSMavncxTExMYGlpCSUlJUyZMoWwrTOikZKSwooVK7Bs2TJWPfyGDRsgLy+PxsZG/M///I9AlHuIwNDQEL6+vqBQKEhLS+Naan4sFBUVERISgsrKSkRFRXF9PplMxtKlS+Hv7w8/Pz9WoBgYGICnpydhvqFXrlyBhYUF63FPTw927Ngh1MAwFGVlZYSEhOD+/fvDyp+tra3h4eGB3t5elqPXSPC7fcpUn+LG1lDo25yysrIIDg5GU1MTz1svgmLy5MkICAiAhoYGLl26hLy8PLYPmJ+fH+bMmYOwsDCR+lu+z2jmr0TDLODhtoFOQ0MDAQEB0NXVRW5uLp49e4b169dDSUkJMjIyiI+PJ8ROTl1dneOHzNPTk7CCL15YuHAhS6KutbUVJ0+ehJaWFoyNjXH79m2kpKSMWZTF1KDkZ/vUz88Pjo6OqKmpQWlpKVJTU0fc5gZE0M355s0bJCQkYNOmTZg3b55Y7GQwy40dHR3R0NCAgwcPctQ9TElJgYGBARgMBn777TcRjHQ4zBJvaWlpnsqYueX+/fuwsLCAt7c3qqqqxnxTD91ObGtrw6+//sqq/vvqq68A/J/eZHFxMd/rY1lZWXR2drItgwYGBkTuxTpt2jQ2a4Bly5bhjz/+wJEjR1BRUTGuawwODiIuLg7bt2/HggULUFhYyPU4NDQ0sHr1atbjjIwMNnNrXiG0m7OiogL379+Hh4cH3+tZftHU1MS2bdvg6OiInJwcHDp0aERR1N7eXsTGxsLAwAA2NjZCHik7ioqKWLNmDdavX49nz54hNDRU4MGBSXx8PGRlZeHu7j7q8yZNmoTNmzfDy8sLt27dwv79+zmWBufk5KCxsREMBmNYK/d4IZPJWLZsGbZv346srCy2pURaWhpf0oRE8L7CN1NnY7zBgQlz+3TlypVs7mvjJSQkhO3xypUrYWVlxfV13ofwdu+UlBSQSKQx32SCgrnltWvXLsjJyeHIkSO4dOnSqNMt4J257o0bN+Du7o5JkyYJabTsmJubIzg4GLNmzUJUVBROnz4t1KTv69evkZaWhvnz52PWrFkcn2NtbY2goCCoqanh+PHjSE5OHnH9Pzg4iJiYGNBoNCxbtozr8dBoNGzbtg0rV65EQUEBtmzZgrlz5yIwMBDbt29HXV0d9PT0uL4ukXBKDPK6nXvx4kX09fXBy8uLq/OkpaU5vmfV1dV5GsdQCA8QHR0dSE1NhaWl5Yg7BoJCTU0NW7ZsgZubG65fv479+/ejtrZ23OenpaWhq6trxP12QUGlUrF+/XqsXbsWT548QWhoqMi6Rm/evIknT57A19cXM2bMYBnTUqlUfPjhh2AwGKxCsydPnox5PWahk6OjI7S0tMY1BjKZDHt7ezYtSqbqWH19PeLj43H+/HnU1tbCz8+Po9O7oFFUVMS6devQ0tLCFiDb29t59mTp6elBcnIyzMzMYGJiMq5zFBQU4OPjM6xMu7GxEVevXuVpHEMRWDfn5s2boaamRmi77mgw95o7OzsRHR3Nc1s5swSZm4wwP1hZWcHDwwP9/f1ISEggRKeBX2g0GpKTk1mziFu3buHmzZvo6elBXFwc10Iu0tLSCAoKQldX15i6ETo6OmAwGNDW1kZeXh4uX748YvOStrY2du7ciezsbFy+fJmrMfHDnDlzWD6eCQkJ6O3tZZOoO3PmDF9anRs3boS2tjZCQ0NHLfaysLCAp6cnpKSkkJ2dzSpSq6ysxI8//jjq6yTydm9me+z169dZqjyCQFlZGX5+fjAyMsKNGzeQmprKdwWdt7c35s2bh/DwcJ6ni2OhoqICX19fGBkZ4c6dO0hJSSHU6ZofAgMDh9W4pKamsio3eWHatGnYunXriD0MUlJSsLe3h729PZqamhAdHT2u/AKzs3Hfvn1oamriaWzjRUFBAXQ6HRYWFiguLuZYlh8QEABjY2O+vCyYnibM9/P7DBW9YZobcdtUKHJNyubmZmRlZWHlypW4f/++QJJJc+fOBZ1Ox5s3b/iymXuftLQ0GBkZgcFg4MSJE4TWHJBIJNjY2MDNzQ09PT2IiIjgOqElaDglt2RlZfnS86iurmYl4crKythqZSZPngx/f39oaWkhJycH2dnZY+aMmGRnZ2POnDnw8/Mb1iRGJEOFg0ZrkEpNTYWRkRE8PDxw/vx5nu7V0tKCrKwsuLi44OnTp+jv70dFRQVr52jlypXo6ekRuKYrIGDJuatXr8LCwgJ+fn5ct+uOhqKiInx8fGBmZoZ79+4hKSmJ0G/fN2/eICYmBlu2bIGtrS1hhT5qamrw8/PDzJkzcePGDaSlpQmsyYYfbt++zbZlBoCQnZSLFy/C0dERly9fhqqqKnJzc5GSkoJ58+ahoaEBhw4d4no7tL+/H3Fxcdi6dStsbGwIXxYOFSkej3AQURJ1165dw549e5CTkwMpKSlUVlYiKSkJSkpKKCwsxMWLF4Xy3hG45ByzXffixYvIy8vj5RJsmJqaspqLEhISeOqEGy90Oh1WVlZ8V4eSSCTY2dlh5cqV6OjoQFxcHF/CJYJGRkYGv/76K+h0OshkMmpqauDn5zeupORoKCoqoqSkBCoqKqxjNTU1rA/CeGcNnPD19YW5uTlCQ0MJ8yZhWhtIS0sjKSmJK49NfiXqbGxshilXPXr0CKtWrRq3bsRoiI31Xl1dHfLz8+Hk5AQ1NTWer0OhUBAQEID169ejurp6RHs4IklPT0dHRwcYDAbPde6amprYunUrPD09cfv2bbZ6fHGlr68PgYGBmDNnDubNm4eIiAi4ubnxXMvAxM7Oji04AICuri7y8/P5Cg4AWIIwzOQhPzBtFD/88EPU1dUhLCyMawPe+Ph4KCsr82y7Z2lpOeyYqqoqIcGBG4Qie3/p0iV0dHTw3FZsYGCA3bt3w8TEBOfPn8eZM2eE0pbNXGro6+tjwYIFXJ3LLPDZtWsXFBUV8euvvwq0BVkQ1NfXo7q6GjExMdDR0Rm3ZPtIcNqNaGxsJGSq3N3djaSkJJiamsLMzIzn6xgZGWH37t2YPXs2Lly4wLO1QXNzM7Kzs7FkyRLo6Ohwda6cnBybHAETUXi9CiVAvHnzBvHx8TAwMOAYGUdCVlYW3t7eCAwMRENDA8LCwoRewl1VVYXCwkK4urqOewb0foHP/v37RV4SzA91dXXIy8uDo6Mjx1b5sZCWloarqyucnJzYchmDg4OEJoFLSkrG7LAcCTk5Ofj5+WHTpk148eIFwsLC+DZaysvLQ1NTE3x9fcc9AzUxMUFISAhUVVURFRXFCp6lpaX4+uuv+RoPLwjVem/VqlUwNDREaGjomDOAGTNmgMFgQElJCWlpaUKpSRgJWVlZBAUFoa2tDcePHx/Vop65Vdfc3IyYmBg8e/ZMyKMVDMxahs7OTq52C/T09ODv7w9VVVVcunQJ165dg42NDYyMjKCmpgYFBQWEhoYSlmRmdlg+ePAA8fHx4zrHwMAAfn5+kJeXR2pqKqFdvXp6eti+fTuSkpJGFW9WUlKCl5cXzM3NUV5ejvj4eLS1tUFVVRXq6up853/eR+R1EJxgthU/evRoxC0gaWlprFy5EosWLUJ1dTWio6PFon1cX18fH3/88Ygv9PtS85cvX+Z7XS1uMD0wxnqzA+8Snc7Ozli0aBGePXuGmJiYYXUKVCoVe/bsQXFxMWJjYwkbp62tLXx8fHD06NFRC+aYfSe2trZ4/PgxYmNjRzS04QdmXU1oaCjHblxra2u4u7tjYGAAycnJQqmiFcsAAbxLvgQEBHCsW9DV1UVAQAAmTZqEzMxMXLt2TWD72rzg5eUFa2trnD9/HrKysnjw4AFIJBJLar6hoQExMTFip+RNJHQ6HZaWlqMWkU2fPh0MBgMqKipjvo42Njbw9fXF8ePHCfuWJJFI2Lp1KxQVFbFv3z6OuY+ZM2eCwWBAQUFB4DNUeXl5hISEoLa2Frdu3UJjYyOam5uhrq4OHx8fzJo1C3fu3EFqaqrQvGPENkAAwEcffQQnJydIS0ujuroahw8fxsyZM7F8+XLU19fjwoULaGxsJOp2hMF08ra2tgaZTEZdXR2SkpLw9u1bZGdnIzc39y83a3gfpu7Hy5cvh7XGy8jIwMXFBQsXLkRNTQ1iYmLGNJolkUjYsmULlJWV+XaLGoqWlhZ27dqFvLw8ZGZmso3f1dUVCxcuxJMnTxATEyOwatmhuLi44PDhw1BVVcWbN2+QmJiIxsZGvH79GvHx8ULf2RLrAPHtt99i9+7drMft7e04f/48MjIycOXKFbHVh1ywYMEwl6fHjx/Dy8trQmhxEoWhoSE++eQTtLS0oKWlhdUmzmAwQKVSkZGRwZVWpoaGBoKCgvh2rXofFxcXfPnll9DS0sLz589x8uRJTJkyBVQqFenp6bh+/brQZqjnz5+Hk5MT27HvvvsOR44cEYkalshLrUfj/R56KpWKsrIyoTbc8IK5ufmwYyoqKn+r4AC8M6L19PRktRN//fXXSEtLw61bt3Dy5Emu3Z5evnyJy5cvw8nJCUVFRYQt0ZYuXcp6zbS1tWFhYYG9e/di3759PDtS8Qqn3buuri6RBAduEMo25/twmkaKQyJyNGRlZTlunYlyd0VUrFu3jk1rQF5eHjQaDceOHeP5g5eXl4fGxkb4+vryXZDFxMPDg+2xlJQUWlpahB4cZs2axfH9LYq6Bm4RSYA4dOgQ2+MXL14QOrUkmlmzZiE4OBgaGhqIiIhg1eI3NDSMeyvtr4SGhgbH4/xM1wcHBxEbG4vJkydj0aJFPF+HibS0NMetU348NbmFQqGAwWBg8+bNiIuLYzXl9fX14cqVKyguLhbaWHhFJDkI4J0klpubG96+fYu3b9/iyJEjhHVjEoWcnBzc3Nxga2uLJ0+eIDY2Fq9evYKCggJUVVVhaWkJW1tb7Nu3b8xk3F8JS0tLZGRksAm1fPbZZ4SIFTO3Hfnpf5k6dSr8/f0xZ84cuLq6slS2q6qqsGDBAsISoaNhbm4OT09PSEtLs5ZfwLvtcmlpaXz44YfIysrClStXBD4WToh1kvJ9PvroI9BoNISFhXFtyy4ojIyM4OvrCzk5OaSnp3OUmpeRkcGuXbvGJYTyV8PNzQ1BQUFQVVVFU1MT9u7dS8ibnWlMy4uxsLS0NFasWIGlS5eirq4O0dHRrJ0VGRkZzJgxA5GRkQKtM1BRUYG3tzdMTExQXFyMpKQkjqXarq6usLOzQ1hYmEiW1xMqQKioqCA4OBglJSUiN7ChUCjw9PSEpaXluKTmmUIo6enphEh8TURWrlyJJUuW4MCBA4QkbA0MDBAYGMiVmveUKVMQEBAAdXV1ZGVlIS8vb9hu2Jo1azBz5kyEhoYSXm9AIpFga2sLV1dX9PT0IDExcVStBhkZGYSEhIjMJkJsujnHQ1tbG1JSUmBtbQ0jIyORjcPU1BQhISEwMTHBhQsXEBERMaYPRXV1NfLz8+Hs7MxTn8JfgaysLDQ3N8Pf35+QBOPjx49x584duLu7Q0lJadTnSklJwdnZGdu3b0dfXx8OHDiAnJwcjlvlycnJkJKSIlxQWUtLC1u3boW3tzfu3buH0NDQMYVc+vr6kJCQAENDQ467Y+KCWAQI4F1Gt7y8HH5+fhw72QTJUKn5mpoahIaGctWok5GRgdbWVr7awicyAwMDiI6OxuTJk3lSr+ZEamoqBgcH4enpOeJzJk+ejE8//RTLli1DdnY2Dh8+POoMhimobGVlNaJqNzdISUnB0dERu3btgoKCAn799VeWRuV4qKioQHFxMTw9PbluLhMWYhMgACAuLg4yMjKjvimIxsLCAiEhIZg1axYiIyNx5swZrtt7+/v7ER0djalTp2LJkiUCGql4U1tbi9zcXDg6OoJGo/F9va6uLiQnJ8PCwmKYwjOZTIajoyN27NgBADh48CAuX748rgK727dvo7KyEj4+PpCRkeF5fHp6eti1axccHByQm5vLc8ducnIyZGRksHLlSp7HIkjEIgcxFGavhqD19qhUKnx8fDB79mw8ePAASUlJfGtMMBNP+/fvF7iAqjgiJSXFZiFHREXsRx99xNoNePLkCU6fPo3FixeDRqNxrV/JhCmoXFhYOKwydixkZWXh4uKCBQsWoLa2FrGxsXznXezs7ODh4YEjR44Irft3QuUghnL37l2UlpbCx8dnzPUnr1hZWSEkJARTp07FmTNnEBUVRYgAzaVLl9DS0kLYWnyiIYilxpw5c7Bs2TIsWrQIGzZsQHx8PGRkZHD48OFxGSJxgimovHjxYkyZMmXc5xkbGyMkJARWVlZITU3FkSNHCEnKFhYW4vnz54QWiRGFeI3m/xMXFwcAYDAYhF5XRUUFmzZtgr+/P0pLSxEaGkqoDwVzqaGrqytZahC01PD392d7TKVSUVpayrdK+tWrV/HixQv4+fmN+aFUVFTE6tWrsXHjRjQ0NCA8PBz5+fmEbWu/ffsW8fHxoNFohBSJEYlYBoiOjg7ExMTA2NgYCxcu5Pt6zC2okJAQ0Gg0REREIDo6WiA+FM+ePUNeXh6cnJzG7ST1V2PorsbkyZOhra3N03XIZDLHGQIRW5TMyk1tbe1Rg7mlpSUrR3Xu3DlEREQIpPuzrq4OhYWFcHJygqqqKuHX5xWxDBDAuwxvQUEB3Nzc+PomUlNTw+bNm+Hj44P79+8jLCxM4D4URG/7TTQGBgaQlJSETZs2oaSkBCUlJYiIiGBVNI4HTU1NfPLJJ8NmeHfv3iVEHR1496G8du0aVqxYMczHUk1NDYGBgQgICEBFRQVCQ0O5Fq7llszMTHR3d3PtzSlIxC5JORRpaWl8+umnePv2LQ4dOsRViez7UvOxsbGEy3aNhq6uLrZv347MzEzk5OQI7b7iws6dO/H999+zHfvmm29w5MiRUc9jmi87OzujtbUV0dHRMDExgaOjI6qqqnD27FmuXaRGQ0ZGBr/88guWLFkCKpWK3NxcxMfHY8GCBejs7ERcXBzP3ha8YGpqivXr1+PMmTMCtWEU63bv8dLf349z585hx44dcHFxQUpKyrjO09TUhJ+fH/T09FBYWIiMjAyhq0nX1tYiLy8PK1asQFlZ2d+uJdzGxmbYMWtr61HPUVdXh7+/P/T09FBQUICMjAz09fWhpqYGGRkZAhmnvLw8vL29oaysDADw8/ODlZUV/vnPf+LSpUtCf988fPgQZWVl8PLywuPHj0Wugi72819mp+fixYthaGg46nPfl5o/duwYkpOTRfZH/rsuNWg0GqSlh3/3jKRITiKRsGjRIgQFBYFKpeL48eNISUkRilbCokWLWMGBydSpU0XypcIkMTERFAoFzs7OIrn/UCbEuzY/Px8VFRXw9/eHoqIix+fQaDRs376dJTW/b98+kUvNM3c1dHR0sHz5cpGORRgw5dx27dqF+/fvs5n0/vnnnxxb49XU1LBlyxY2YyFendl5gZM4TUNDg1A6PkeitbUVWVlZsLOzw+TJk0U2DkDMcxBDUVJSwu7du/HkyRNERUWxjktJSWH58uWwt7fHy5cvERMTg9raWhGOdDjMZqaDBw/ixYsXoh6OQDAzM4OnpycoFAqys7Nx9epVDAwMYPr06ZCSkmKZJtXX1+P58+fIzc2FjY0NXF1d0dnZiZiYGFRVVYlk7EePHmVtpw4ODuK///u/ER4eLpKxMCGTydi5cyf6+/tx+PBhwjuFJ1Q353iZN28ewsLCoK+vj46ODpw6dQo9PT08uUILEykpKezcuRMDAwM4dOiQ2Gpu8oKamhrodDqMjIxQWlqK5ORkjtuAq1atwoEDB1hLj4qKCuTm5uL69etIS0sT+Vp7yZIlMDAwgLq6OqSkpBAWFiZyY2U9PT188sknSElJGdNmgFsmbCXlaCxatAjm5uZQUlKCtrY2vvjiC8ycOROHDh3iuapOGDArDLW1tWFvby/q4RCCtLQ0HB0dERwcDC0tLZw6dQqnT58esUZgy5YtbHkJZkBJSEgQeXAA3hVOnTx5EsePHweFQhGL3oiamhrcvHkTzs7Ow/IkwmJCBQhOL1pPT8+E8KGoq6tDbm4uHBwcuPZqFDeYXqn29va4du0aQkNDUVZWNuo5U6dOHXZsqCKVuNDa2orMzEwsWLAAenp6oh4OayfnfX1NYTEhAgSJRIKNjQ2oVOqwn4k6EckNly9fRlNTE/z9/cXywzEWysrKWLt2LQIDA9HW1oZ9+/ax3sBjkZ6ezva4r68PWVlZghoqXxQUFKCurg5+fn4if526u7uRkpICc3NzkWiliH2AYGa5fX19ER0dzWao09DQgAsXLohwdNwxMDCACxcugEajTailBplMxuLFi7Fnzx7MmDED586dw/Hjx7nqWP3mm29w9uxZtLa2ora2FmlpaUIxrOGFt2/fIi4uDhoaGmKx+/TgwQM8evQI3t7efLWo8wLhScoNGzZg7dq16OzsxP79+5Gbm8vbwEgkLFy4EC4uLmhvb0dsbCyqqqpAoVBYBiRWVlYoLi4WuUwdtzg5OWH58uU4ePCgUFWWeWHatGnw9vYGjUbD9evXkZmZybduqIKCAkJCQlBVVYXIyEiCRko8zN2nffv2ibx9n9miTpS5kEh2MdatW4f9+/ezHvf19cHBwYHrklE1NTUwGAzo6+ujoKAAFy9e5JjIsra2BoPBQEREhMD7K4hESkoKn376KYB3YifimFxVUFCAq6sr5s+fj2fPniEhIYHvDsqhzJkzBx988IHAS4r5gVdHc0Hh4OAAR0dH7N+/n+/KXJHsYrzvmCUjI4OdO3dixowZUFBQGPN8CoWCpUuXYvfu3VBRUcGxY8eQlJQ0Ypb79u3bqKiogK+vr9Bl6viBuauhpaUldksNEomE+fPnY8+ePTAzM0N8fDwOHz5MaHAAgOLiYjx8+BBbt27Fzz//jJCQELHT9Ozv70dcXBymT5/OsXRc2OTm5qK5uRm+vr5CkzYktBfj9evXw47p6elh69atAN61cTc0NKCxsRFtbW2sajUFBQVoaGjAxMQEZDIZN27cGHHW8D6xsbEICQmBu7v7hFpqPH/+HFeuXIG9vT1KS0vFYidGR0cH3t7emDZtGu7cuYO0tDRChHRGor29HWvXrmWVoW/atAlLlixBa2urwO7JLX/++Sdu3rwJV1dXlJWVcXyPC4uBgQHEx8dj69atmD9/Pm7evDnsOYqKinB3d4e8vDxSUlL4ltQndIlha2uL+Ph4lgDn8+fPsWLFCgwODoJGo0FLSws0Gg00Gg1KSkqQlpYGiURCV1cXXr9+jZKSEty9e5frbr2JvNTYsWMHSCSSSJcacnJycHJygp2dHZqampCQkCCUcueUlBTY2dmxHfvxxx8RHh4u8un8UCgUCoKDg/Hs2TOcOXNG1MMBg8GAqakp9u7dy/ZZUVdXR2ZmJmbMmAHgnZ2lq6srx25UkVVSOjo64ssvv0RmZiZPRq68snHjRujo6CA8PFwgQjCCQkdHB59++ilycnJw6dIlod/f3NwcHh4ekJeXR1ZWFq5duya0Ss/s7GzMnTuX7diNGzdw+/ZtNDY2oqGhAS9evGD9O5YFgSAxMzPDunXrcPbsWZSUlIhsHMC7GfeePXvw6NEjpKSkoKenBwMDA9izZw+++eYbtudGRkay8l1DEVm7d29vLwoLC/Gf//xHqN8CcXFxCA4OhoeHB6Kjo4V2X36pr69HdnY2HBwcCJFSGy8aGhqg0+kwMDBASUkJkpOThf4BjIyMZAsQXV1d+Pe//82acdJoNJiamkJOTg7Au6I4ZsAYGjxGWgZJS0vD29sbhoaGyMnJ4atcuaSkBA8fPoSXlxcqKytF6gDX1dWF/Px8hIWF4ciRI2hubsapU6c4qq/xW5RHeIDQ1tZGQ0OD0KeIr1+/RkpKCvz9/VFUVDShlhpXrlzB7NmzERAQgIMHDwq0zVlaWhr29vZYtmwZ2traRLosO3HiBHp7e+Hn54eWlhYcOHCAox+JqqoqaDQatLW1QaPRMHXqVFhZWbFKt9vb29mCxosXL9DY2IjTp0+ztsQ/++wz/POf/xxmHM0NiYmJCAkJgaurq8hNm1etWsWqTlVXV0dwcDASEhKGPS8pKYmv+xC+xNixYwcaGhpEljCcqEsNTU1N7Ny5E0VFRQL72xkZGcHLywsqKirIzc3FlStXRNrWzA9kMhnq6upsgYNGo0FDQwNkMhmampqsDlImbW1tMDQ05CsAu7i4wMrKCj/99BO/vwJflJWVDZNivHbtGl68eIE5c+ZATk4Op0+fHrErVSRLDBKJBBqNJlBz1LGYqEsNZnIwICAAlZWVhOofqqiowNPTE2ZmZnj8+DEiIiImvBv54OAgmpqa0NTUxJYTkJaWhqamJtzd3YcFCCqVih9++AFNTU1suY2GhgY0NzePa9Y7bdo0kdetUKlUtLW1DQsQOTk52L9/P6FBn9AAoaamBllZWZFqHkzkpcbdu3dhYGAAOp2OqqoqvrfUmCXSK1asQE9PDyIjI1FUVETQaMWT/v5+1NfX4/Tp0wgKCmLzvcjIyGDJy2tra2PhwoUs75W+vj40NjYOCxzMvMzUqVMRGRkJU1NT9Pf3Q0ZGBj/++KPQf7+5c+eCTqfj+vXr0NHRYfUnJSQkIDQ0lPD7EbrEmD17NjZs2ICffvqJa/s6otm4cSMmT56MsLCwCbXUoFAo2L17N168eIGIiAierzNjxgzQ6XRoaWmhoKAAly5dErm+gbCZOXMmvv76axgaGiI3Nxc///zzsISmkpLSsGWKtrb2sMQoU6tyKO7u7igsLBTK76KkpAQfHx+Ympri0aNHUFdXx6RJk1BfX49Lly6hvLycq+uJZImhra2Nzs5OkQcHYOIuNbq7uxEXF4dNmzbB2toat2/f5up8RUVFuLm5wcrKCtXV1Thw4IDY93sIiidPniAwMHDU53R0dKCjo2OY4vnQxKi2tjYMDAyGnbtt2zaoq6uzzTgEoW1hbm4OOp2OwcFBlJeXw9jYGE+fPhXKUpHQAEGj0cRGvXnoUqO4uJjrCCtKKioqcOvWLXh4eODx48fj2n5ktsS7uLiwTGFu374tVgVHE4nW1la0traylqhubm7DTKUrKythZGQEOzs7VjXoq1ev2AIGs3KY27zF5s2b4e/vD3l5eVRVVSE/Px/q6urQ19dHcnIyCgoKhPLaEj6DEKb3xFjcuXMHc+bMga+v74RbaqSkpMDAwAAMBgO//fbbqM+dMmUKvL29MXXqVNy6dQvp6emEuE9J+D/+8Y9/QF9fH6ampnjz5g0OHz6MH374AcC7xCizSpi5VJk3bx7LIWtgYIAVOJgFYI2NjWhqahqWUJSRkUFkZCQcHR1Zx4yNjdHV1YUHDx7gxIkTQis+BAgMEFJSUtDQ0CBcO49fJupSo7e3F7GxsQgMDISNjQ3Hunt5eXk4OztjwYIFaGhowJEjR1BdXS2C0f71efbsGUu3srm5ma3Hob+/H8+fPx/WTyMvL8/KazBbDaysrKCiogLg3U7M+4Fj8+bNbMEBeBc0ent7cfz4caHPCAkLEBoaGpCSkhI71eahS42SkpIxpdHEicePH+PmzZtwc3NDeXk5267G3Llz4e7uDllZWaSlpaGgoOAvJYYrrnDjstXT04Pq6uphQZtCoUBTU5MtcDBnHCMZVpeUlIhkuUhYgGAatIpLDmIod+7cgZmZGXx8fPD06dMJtdTIzs7Gzp078fHHH6OpqQmHDx/G4OAgZs6ciaKiIqSkpIi0w1AC93R3d6OmpgY1NTVsx+Xk5ECn04fVN4iy8JAwPQhtbW20traKtEZ9NOLj4yEjIyMy8U9e2bVrFywsLCAvL4+pU6fi3//+N4yNjfHbb78hMjJSEhz+QvT29uJ///d/2Y61t7dj9erVInudCZtBiNMOBicm6lLjffs1EomEly9fCtVQVoLwYPbGODs7o7q6GlQqFU5OTigtLRWKFeH7EDaDoNFoYpd/eJ87d+6grKwMPj4+E0aBilPSUVQOVBKEQ0FBAb777jtERETgjz/+gLKyMlxdXUUyFkIChKysLKtgRNyZaEuNn3/+mU39uaCgQOSdhBKER3NzM9LT02FnZ4dZs2YJ/f6EBAhmUmUiBIjXr18jOTkZVlZWMDExEfVwxqSkpATW1ta4fPkyPv/8c3h6eoqFE5UE4XH9+nVUVlaCwWCwSsCFBWEBYnBwcEIECOBdU9REWmr09fXhyZMnyM/Pl1RG/g15+/YtYmJiIC8vP6yaU9AQFiBevXo1obQFmEsNYf/BeYGp8SmuO0QSBE9rayuSk5NhbW0t1JkvIQFCU1NT5MYi3MJcalhaWsLY2FjUwxkVSYCQAPxfkt3X13dcNhJEQEiA0NDQmHABAni31KioqICPj4/Q13bcwHR2FocuWQmiJS4uDmQyGXQ6XSj34ztASElJQU1NbUIGCODdH1xOTg4ODg6iHsqIqKqqor+/X6AeFRImBu3t7UhMTISFhQXMzc0Ffj++A4S6ujrIZPKElTBra2vDrVu3YGVlJXIn55FQUVFBa2urJEEpAQBQVFSEBw8egE6nc3S8JxK+AwTTLm2iziCAd2s7JSUl6Ovri3ooHFFVVRWpJ4QE8SMxMRGDg4NYt24dfHx8hhkQEQXfpdYaGhro7u7m2g1LnHjx4gW6urqgq6srdiXMFAoFc+bMwaNHj0Q9FAliRFdXFyoqKnDw4EHIysoCAC5duoQ1a9YQ2tXLd4CYiDsYnBDHVmkHBwecOHECqqqqePPmDchkMk6ePCnqYUkQEzZs2MAKDgDg5OQEZ2dnXLx4kbB78LzEkJOTw+7du7Fnzx4sWrSIlWmfiFAoFCgpKbGVNIsaMpmM8PBwliqRrKwsfvrpJ2hoaIh2YBLEBqYH51jH+IHnAHH48GF8++23MDIygqurK86fP0/kuITK5MmTAUBotnfjQU1NDbq6umzH5OTkxL5mQ4LweN/LdWBgAJcvXyb0HjwFiEmTJg3bh7W1tYWrqytUVVVBIo1LUVts0NXVRW9vr1jtxHBq6e7s7BSpKZEE8eLbb7/F+fPnWcpVW7duJTxXxZMvhoqKCh4/fszyRmRy4cIFtLa24s2bNyzXI6Y4Z0NDA5qamsRyq27t2rVQUlLCsWPHRD0UNubNm4dTp05BV1cXr1+/xs6dO5GcnCzqYUn4CyBQX4y2tjZERUVh/fr1rGPZ2dn46quvoKmpCS0tLda/s2bNYrkX9fb24vnz56itrWUZrL7vJWBpaYkff/wRRkZGyMnJwZdffinwb/YpU6agtLRUoPfghXv37mHLli1Yt24dysvLJcFBgtDheRcjJCQEd+7cwYIFC1BcXIzff/8d3d3daGlpGTbNUVBQgLa2NnR1daGrq4vZs2djyZIlrJ+/fPkSL168QEtLCw4dOsRKePr6+kJZWRkBAQG8DnNMKBQK1NXVxSr/MBQqlYqmpiZMmTIFVCpVUm4tQajwHCAGBgZw+vRpnD59eszndnV1oaqqik0JSUZGBpqamtDW1oaOjg50dHRYAWEoDg4OcHFxQX19PV6+fImXL18SaiHH9G6sra0l7JpEQqVS0draCi0tLZibmyM/P1/UQ5LwN4JQ4xxu6OvrG+YlUFBQMMyRubOzE1ZWVmwlpe3t7axZR21tLaqrq3lehkyZMgU9PT1CNSPhBqaTc3NzM+bPn4/CwkKxrNmQ8NdEZAGCE6WlpYiMjMTatWsBvJulfPnll4iKioKcnBw0NDSgqanJ+ldfXx+2trYgk8no6OhATU0Nnj59iurqatTV1Y1Ln0JXVxfPnz8Xy+Qp8C5A1NfX49atW9i2bRscHR2HbW9JkCAoxCpAAMCnn36KqKgoGBoa4urVq6isrATwLsFZV1c3LFfAlIOfPn069PT04OjoCDk5OfT396Ourg5Pnz7FkydP8PTpU7ZkKFMshsFgIDMzU6i/IzdQqVQ8evQIz549Q2ZmJpydnVFfX4+SkhJRD03C3wCetjnFGTKZDG1tbUybNg3Tpk2Dvr4+lJWVMTAwgGfPnuHJkyeoqqpCeHg4Fi1aBOBdmfW2bdvEzpqPRCLhxx9/REpKCq5fvw4SiYTVq1fDzMwMycnJKCsrw7Jly1BXV4c7d+6IergSJhDj3eb8ywUITmhqamLmzJnQ19fHzJkzYWhoCHd3d7bnPHv2DPPmzROr9b2CggK+/fZbnDlzBg8fPgTwLgC6ubnBz88Pzs7OLE3NxMREbNq0SZTDlTCBEGgdxESDWbTF/BYODAwcFiBoNBp++OEHVlHX0P9evXolkhyFsrIypKSkWFubUlJSMDIyQnd3N8zNzdkEd+l0OpYtW4bc3Fyhj1PCX5e/RYAYytu3bxEdHY1vvvmG5bIMAKmpqUhLS2PZuBsZGbE+gH19fRwDR0tLi8ACx4YNG/Dtt99i0qRJmDZtGmtJpK6ujvb2dpYX6lD09fUlAUICofwtlhicmDt3Lr7++mtMmzYNmZmZ+Omnn4aJwlKpVDYHZub/MwPHmzdv0NjYyKoIZf7Hr/rT7NmzkZeXBzL5/1plKioqcOzYMaSnp+PFixc4cuQIVq1axfp5f38/bGxs8PTpU57vK+HvgyQHIUCUlZVZwWJo8GCqT7958wYNDQ0cA8dIGBgYwNvbGy0tLVBWVsY//vEPtp83NDSwyZ2rqKhg3759cHNzw/Pnz/H9999LHLckjBtJgBABKioqHAMHUzG7t7eXY+AwNzdHdHQ0S/yjtbWVpQPBJCcnB76+vsL+lST8RZEECDFCVVWVY+BgBgQXFxfo6emxnfP48WMYGBgAeNerwmAwUFRUJPSxS/hrItnFECNaW1vR2tqKiooK1jESicQKHI6OjsPOiYmJQXp6OrS1tZGfn4/u7m5hDlmCBAAEGedI4J63b9+ipaUF5eXlw3Qme3t7kZCQgJKSEmRlZUmCgwSRIZlBiAFHjhwBAPj7+6O1tRVhYWFip64t4e+JJAchQcLfkPHmICRLDAkSJIyIJEBIkCBhRCQBQoIECSMiCRASJEgYEUmAkCBBwohIAoQECRJGRBIgJEiQMCKSACFBgoQRGXehlAQJEv5+SGYQEiRIGBFJgJAgQcKISAKEBAkSRkQSICRIkDAikgAhQYKEEZEECAkSJIyIJEBIkCBhRCQBQoIECSMiCRASJEgYkf8HwC3fdGgcdwoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 800x800 with 1 Axes>, <Axes: >)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# obtain road network\n",
    "import osmnx as ox\n",
    "G = ox.graph_from_bbox(37.994, 37.976, 23.7410, 23.7326, network_type='drive')\n",
    "ox.save_graphml(G,'pneuma.graphml')\n",
    "ox.plot_graph(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d2063f2b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
